{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "fb860840",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "from myFuncTools import *\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "d845550e",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"test_data/RB8888_1m_20190901_20210901.csv\") as f:\n",
    "    data = pd.read_csv(f)\n",
    "data.set_index(\"date\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "7f21c7e3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>money</th>\n",
       "      <th>open_interest</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-02 09:01</th>\n",
       "      <td>3388.774</td>\n",
       "      <td>3381.177</td>\n",
       "      <td>3388.774</td>\n",
       "      <td>3375.324</td>\n",
       "      <td>54464</td>\n",
       "      <td>1.835072e+09</td>\n",
       "      <td>4407524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-02 09:02</th>\n",
       "      <td>3380.337</td>\n",
       "      <td>3382.674</td>\n",
       "      <td>3386.150</td>\n",
       "      <td>3380.337</td>\n",
       "      <td>36504</td>\n",
       "      <td>1.225430e+09</td>\n",
       "      <td>4400434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-02 09:03</th>\n",
       "      <td>3382.667</td>\n",
       "      <td>3384.705</td>\n",
       "      <td>3385.698</td>\n",
       "      <td>3380.236</td>\n",
       "      <td>19052</td>\n",
       "      <td>6.412701e+08</td>\n",
       "      <td>4397308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-02 09:04</th>\n",
       "      <td>3384.758</td>\n",
       "      <td>3388.383</td>\n",
       "      <td>3391.110</td>\n",
       "      <td>3384.557</td>\n",
       "      <td>33268</td>\n",
       "      <td>1.128653e+09</td>\n",
       "      <td>4402556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-02 09:05</th>\n",
       "      <td>3388.879</td>\n",
       "      <td>3389.628</td>\n",
       "      <td>3390.472</td>\n",
       "      <td>3386.448</td>\n",
       "      <td>23658</td>\n",
       "      <td>8.066155e+08</td>\n",
       "      <td>4402086</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      open     close      high       low  volume  \\\n",
       "date                                                               \n",
       "2019-09-02 09:01  3388.774  3381.177  3388.774  3375.324   54464   \n",
       "2019-09-02 09:02  3380.337  3382.674  3386.150  3380.337   36504   \n",
       "2019-09-02 09:03  3382.667  3384.705  3385.698  3380.236   19052   \n",
       "2019-09-02 09:04  3384.758  3388.383  3391.110  3384.557   33268   \n",
       "2019-09-02 09:05  3388.879  3389.628  3390.472  3386.448   23658   \n",
       "\n",
       "                         money  open_interest  \n",
       "date                                           \n",
       "2019-09-02 09:01  1.835072e+09        4407524  \n",
       "2019-09-02 09:02  1.225430e+09        4400434  \n",
       "2019-09-02 09:03  6.412701e+08        4397308  \n",
       "2019-09-02 09:04  1.128653e+09        4402556  \n",
       "2019-09-02 09:05  8.066155e+08        4402086  "
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e3d6816b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<function <lambda> at 0x000002710AAC2280>\n"
     ]
    }
   ],
   "source": [
    "\n",
    "expression = \"gp_mul(gp_mul(gp_max(var0, var2), var1), var1)\"\n",
    "\n",
    "func_dict = {\"gp_add\": gp_add,\n",
    "             \"gp_sub\": gp_sub,\n",
    "             \"gp_mul\": gp_mul,\n",
    "             \"gp_div\": gp_div,\n",
    "             \"gp_min\": min,\n",
    "             \"gp_max\": max}\n",
    "\n",
    "func_args = [\"var0\", \"var1\", \"var2\"]\n",
    "\n",
    "args = \",\".join(each for each in func_args)\n",
    "code = \"lambda {args}: {code}\".format(args=args, code=str(expression))\n",
    "factor = eval(code, func_dict)\n",
    "print(factor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "acbad171",
   "metadata": {},
   "outputs": [],
   "source": [
    "# delete extreme data\n",
    "def del_extreme_MAD(sample):\n",
    "    factor_name = list(sample.columns)\n",
    "    for name in factor_name:\n",
    "        x = sample[name]\n",
    "        median = x.median()\n",
    "        MAD = abs(x - median).median()\n",
    "        x[x>(median+3*1.4826*MAD)] = median+3*1.4826*MAD\n",
    "        x[x<(median-3*1.4826*MAD)] = median-3*1.4826*MAD\n",
    "        sample[name] = x\n",
    "    return sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "7d698664",
   "metadata": {},
   "outputs": [],
   "source": [
    "def standardize(sample):\n",
    "    factor_name = list(sample.columns)\n",
    "    for name in factor_name:\n",
    "        x = sample[name]\n",
    "        sample[name] = (x - np.mean(x))/(np.std(x))\n",
    "    return sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "d6577ec5",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_cal_data = data.copy()\n",
    "factor_cal_data[\"var0\"] = factor_cal_data[\"volume\"] / factor_cal_data[\"volume\"].shift(1)\n",
    "factor_cal_data[\"var1\"] = factor_cal_data[\"volume\"] / factor_cal_data[\"volume\"].shift(2)\n",
    "factor_cal_data[\"var2\"] = factor_cal_data[\"volume\"].shift(1) / factor_cal_data[\"volume\"].shift(2)\n",
    "# data preprocess: datatype, nan, inf, -inf\n",
    "factor_cal_data = factor_cal_data.astype(np.float64)\n",
    "factor_cal_data.replace([np.inf, -np.inf], np.nan, inplace=True)\n",
    "factor_cal_data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "d05a5359",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去极值\n",
    "factor_cal_data = del_extreme_MAD(factor_cal_data)\n",
    "\n",
    "# 标准化\n",
    "factor_cal_data = standardize(factor_cal_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "970ab1f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(factor_cal_data[\"var0\"], bins=40, edgecolor=\"black\", alpha=0.7)\n",
    "# 显示横轴标签\n",
    "plt.xlabel(\"区间\")\n",
    "# 显示纵轴标签\n",
    "plt.ylabel(\"频数/频率\")\n",
    "# 显示图标题\n",
    "plt.title(\"频数/频率分布直方图\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "a1a8f933",
   "metadata": {},
   "outputs": [],
   "source": [
    "factor_cal_data = factor_cal_data.dropna()\n",
    "factor_ls = [factor(*row) for row in factor_cal_data.values[:, -3:]]\n",
    "factor_cal_data[\"factor\"] = factor_ls\n",
    "factor_cal_data = factor_cal_data.astype(np.float64)\n",
    "factor_cal_data.replace([np.inf, -np.inf], np.nan, inplace=True)\n",
    "factor_cal_data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "47468b4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-200-d7896fa1672b>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  factor_cal_data[\"ret\"] = np.log(factor_cal_data[\"close\"] / factor_cal_data[\"close\"].shift(i))\n"
     ]
    }
   ],
   "source": [
    "ic_ls = list()\n",
    "for i in range(1, 90):\n",
    "    factor_cal_data[\"ret\"] = np.log(factor_cal_data[\"close\"] / factor_cal_data[\"close\"].shift(i))\n",
    "    factor_cal_data = factor_cal_data.dropna()\n",
    "    ic = factor_cal_data[\"factor\"].corr(factor_cal_data[\"ret\"])\n",
    "    ic_ls.append(ic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "bde15431",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  30181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  30182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  30181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre4):  30182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre5):  30181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    }
   ],
   "source": [
    "thre1 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.])[\"factor\"].values[0]) & \n",
    "         (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.2])[\"factor\"].values[0]))\n",
    "\n",
    "factor_thre1 = factor_cal_data[thre1]\n",
    "print(\"len(factor_thre1): \", len(factor_thre1))\n",
    "ic_list_thre1 = list()\n",
    "for i in range(1, 90):\n",
    "    factor_thre1.loc[:, \"ret\"] = np.log(factor_thre1[\"close\"] / factor_thre1[\"close\"].shift(i))\n",
    "    factor_thre1 = factor_thre1.dropna()\n",
    "    ic = factor_thre1[\"factor\"].corr(factor_thre1[\"ret\"])\n",
    "    ic_list_thre1.append(ic)\n",
    "    \n",
    "thre2 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.2])[\"factor\"].values[0]) & \n",
    "         (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.4])[\"factor\"].values[0]))\n",
    "\n",
    "factor_thre2 = factor_cal_data[thre2]\n",
    "print(\"len(factor_thre2): \", len(factor_thre2))\n",
    "ic_list_thre2 = list()\n",
    "for i in range(1, 90):\n",
    "    factor_thre2.loc[:, \"ret\"] = np.log(factor_thre2[\"close\"] / factor_thre2[\"close\"].shift(i))\n",
    "    factor_thre2 = factor_thre2.dropna()\n",
    "    ic = factor_thre2[\"factor\"].corr(factor_thre2[\"ret\"])\n",
    "    ic_list_thre2.append(ic)\n",
    "\n",
    "thre3 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.4])[\"factor\"].values[0]) & \n",
    "         (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.6])[\"factor\"].values[0]))\n",
    "\n",
    "factor_thre3 = factor_cal_data[thre3]\n",
    "print(\"len(factor_thre3): \", len(factor_thre3))\n",
    "ic_list_thre3 = list()\n",
    "for i in range(1, 90):\n",
    "    factor_thre3.loc[:, \"ret\"] = np.log(factor_thre3[\"close\"] / factor_thre3[\"close\"].shift(i))\n",
    "    factor_thre3 = factor_thre3.dropna()\n",
    "    ic = factor_thre3[\"factor\"].corr(factor_thre3[\"ret\"])\n",
    "    ic_list_thre3.append(ic)\n",
    "\n",
    "thre4 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.6])[\"factor\"].values[0]) & \n",
    "         (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.8])[\"factor\"].values[0]))\n",
    "\n",
    "factor_thre4 = factor_cal_data[thre4]\n",
    "print(\"len(factor_thre4): \", len(factor_thre4))\n",
    "ic_list_thre4 = list()\n",
    "for i in range(1, 90):\n",
    "    factor_thre4.loc[:, \"ret\"] = np.log(factor_thre4[\"close\"] / factor_thre4[\"close\"].shift(i))\n",
    "    factor_thre4 = factor_thre4.dropna()\n",
    "    ic = factor_thre4[\"factor\"].corr(factor_thre4[\"ret\"])\n",
    "    ic_list_thre4.append(ic)\n",
    "\n",
    "thre5 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.8])[\"factor\"].values[0]) & \n",
    "         (factor_cal_data[\"factor\"] < factor_cal_data.quantile([1.0])[\"factor\"].values[0]))\n",
    "\n",
    "factor_thre5 = factor_cal_data[thre5]\n",
    "print(\"len(factor_thre5): \", len(factor_thre5))\n",
    "ic_list_thre5 = list()\n",
    "for i in range(1, 90):\n",
    "    factor_thre5.loc[:, \"ret\"] = np.log(factor_thre5[\"close\"] / factor_thre5[\"close\"].shift(i))\n",
    "    factor_thre5 = factor_thre5.dropna()\n",
    "    ic = factor_thre5[\"factor\"].corr(factor_thre5[\"ret\"])\n",
    "    ic_list_thre5.append(ic)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "82879354",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4), dpi=100)\n",
    "\n",
    "ax1 = plt.subplot(121)\n",
    "ax1.plot(ic_ls)\n",
    "ax1.set_title(\"factor decay\")\n",
    "ax1.set_ylabel(\"ic_value\")\n",
    "ax1.set_xlabel(\"lag_bars\")\n",
    "\n",
    "ax2 = plt.subplot(122)\n",
    "ax2.plot(ic_list_thre1, label=\"thre1\")\n",
    "ax2.plot(ic_list_thre2, label=\"thre2\")\n",
    "ax2.plot(ic_list_thre3, label=\"thre3\")\n",
    "ax2.plot(ic_list_thre4, label=\"thre4\")\n",
    "ax2.plot(ic_list_thre5, label=\"thre5\")\n",
    "\n",
    "ax2.set_title(\"factor direction\")\n",
    "ax2.set_ylabel(\"ic_value\")\n",
    "ax2.set_xlabel(\"lag_bars\")\n",
    "ax2.legend()\n",
    "\n",
    "plt.savefig(fname=\"test.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5389b3d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "pnl: ret * factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "edbd9802",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x271139affa0>]"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "factor_cal_data[\"ret\"] = np.log(factor_cal_data[\"close\"] / factor_cal_data[\"close\"].shift(1))\n",
    "cum_pnl = list()\n",
    "factor_cal_data[\"factor_ret\"] = factor_cal_data[\"factor\"] * factor_cal_data[\"ret\"]\n",
    "factor_cal_data = factor_cal_data.astype(np.float64)\n",
    "factor_cal_data.replace([np.inf, -np.inf], np.nan, inplace=True)\n",
    "factor_cal_data.dropna(inplace=True)\n",
    "factor_cal_data[\"cum_factor_pnl\"] = factor_cal_data[\"factor_ret\"].cumsum()\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(list(factor_cal_data[\"cum_factor_pnl\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "4e2f4550",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre1):  46414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre2):  62003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(factor_thre3):  46502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1843: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[item_labels[indexer[info_axis]]] = value\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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005k+fTrTp08nJCSEJUuWsHfvXh555BHmz5/PV199xe23386VV15JWFgYAJ999hmff/45Tz75JGPGjAEgJyeHU089lRtuuIF33nmHmTNncuutt/LSSy8B0L9/f3bu3Nkqz10XJwJuWcDIWp/5ZG8P4FtjzA24mzLcXMd1coAEY0yItbZ20A/PZ9Wft3ZL3YgQF6AMNxEREek4rLXvG2MG4a4u+N5am+H5vG89Y2YZYz4HhgGLPCWf3mNvAm82dZzTlOEmIiJSv7CwMMLCwggMDCQ8PJzY2NjqYwUFBcyePZuRI0cyePBgbrzxRtLT0+nTpw8A27dvZ/PmzcTExFSP+eijjwgKCuKee+7BGMPNN9/MhRde2NaPVc2JgNsyoLpotgl7e5xf4/1YauztAXSz1j7hOVa9t4cx5l3gcWvtj55jE4HUuoJtTohQhpuIiIh0QNbaZOrZT+0AY7YCW5txr2aNa21RQcpwExER54QFuVh//8mO3NcX4uLiqjPXgoODAfYpV73ooov2CbYBJCcnk5GRQVyce8eyqqoq8vPzKSkpITQ01CfzagonAm7Ve3tYa1+n1t4eQLG1tnbbznnAP4wxxwLfsP/eHi8YY7YDK9h3b4/VwFPGmJtwZ8g9AMxqvUdrmkjt4SYiIiLSIUUEezLcypXhJiIibc8Y0+jSTqcFBATst/dbdHR0vWMiIiL2+6xnz55MmDCBOXPmAO4AXW5uLkFBdW0h2/ravGmCp/RzJvC8MSYNOAd30A3cAbKpdYzJBLx7dKTgLkl90HNsOe492Z7EHXDbhWdvD9x7sq0HvgCeBmZ7PvMLCriJiIiIdEzKcBMREWmcgQMHsmDBAlJSUliwYAGVlZUND6rD1KlT2bVrF0uXLsXlcjFnzhxOOeWUJjVy8CVHwp1ttbeHJ1PucvxoA92aVFIqIiIi0jF593ArKCtweCYiIiL+7Z577uH888+nX79+9OrVi1mzmleYGBsby7x58/jDH/7A2rVrGTFiBPPmzSMw0JlMP8fyC9tybw9/FVkdcGte9FZERERE/JO3S2lBuQJuIiIi9enVqxfffvvtPp/V7iZaM0vt1VdfPeC1Jk6cyJIlSw54vG/fvm2W8dbmJaXyK2+GW74y3EREREQ6FG+Gm0pKpakqq5wpfRIREd9qHzvodVCRKikVERER6ZC8GW75ZWqaII2TU1TGHe+u5utN6Zw8oiszJvVhcv9OGGOcnpqIiDSDAm4OUsBNREREpGPyZriVV5VTVllGsCvY4RmJP1udlMO1/15OUnYxAB+tTuGj1Sn0T4xgxqQ+nD2uB7Hh+ndIRKQ9UUmpgyJCXIC6lIqIiIh0NN6AGyjLTQ7MWssbP+7inNk/kJRdTJ/4cJ6/YBwzJvUmItjF9oxCHvhoPZMe+pLnvtri9HRFRKQJlOHmoJoZbtZapYuLiIiIdBABJoCIoAgKywspLC8kPize6SmJnyksreDuuWv4YOUeAE4a3oXHzh1DTFgQp4zsxl2nDeODlcm8+eMvbEjJ4/HPNxMZEsglh/dzeOYiItIYynBzUGSoO+BWZaG4XJ1KRURERDqSyKBIAPLLleEm+youq+Ts2d/zwco9uAIM/3faMF64cDwxYUHV50SGBDJjUh8+vuEIbj95CAD3fbSeT9emOjVtERFpAgXcHBQW5CLAk9SmslIRERGRjsUbcCssU6dS2dfn61PZmJpPp4hg5syczJVH9T9gtYsxhmuPGcCMSb2xFm6cs4Kfd2W18YxFRKSpFHBzkDGGiGBvWaky3EREREQ6kohg9z5uynCT2j5b585SO//QXkzs26nB840x3PebERw/tDOlFVVc/tpPbMsoaNS9Vu3O4aJ/LeWUpxezandOS6YtIiJNoICbwyI8+7gVlCjDTURERKQjiQqKAqCwXBlu8quS8kq+3pgBwMkjujZ6XKArgGenH8KYnjHkFJVzyStLycgvPeD52zMKuPbfP3PmP75j8eYMNqbmc+7zPzBn6S8tfgYRkda0cOFC+vbt6/Pr/vOf/6Rbt24EBQVx0kknkZKS4vN71KSAm8O8+7ippFRERESkY/F2KlWXUqlp8eYMissr6R4TyqgeMU0aGx4cyMuXTKR3p3B2ZxUz46UfeeLzTby15BcWbkpnS1o+v+wt4u65azjxqcV8vCYVY+DscT05YVgXyiqruPO9Nfzx3dWUaA9pEfETxxxzDK+++mqr3uPbb7/lnnvu4Y033mDHjh2UlJRw2223teo91aXUYRE1OpWKiIiISMcRFawMN9nfp55y0pNHdj3gvm31SYgM4bXLDmXarO/YnFbA5rStBzz3+KGduf2UIQztGk1VlWX2om088fkm/vPTbtan5DFrxjh6dQpv9rOIiLQXmzZtYvbs2ZxwwgkAXHrppTzyyCOtek9luDksMsQFQGGZAm4iIiIiHYk3w62grHF7bUnHV15ZxZcb0gE4pQnlpLX1S4hg3h+O4I5ThnDB5N4cN7QzQ7tGEeWpnhnfJ47/XjWFly+ZyNCu0QAEBBiuO3Ygr112KHHhQaxJzuWM575lpfZ1E+mYrIWywrZ/WdvoKV599dUYY1i0aBGXXnopxhiuvvrq6uPz5s2jT58+xMXF8cwzz1R/fskll3Dvvffy5ptvMmTIEJ577rnqY8uWLWPSpEnExMQwbdo0cnNzAbj88suZNm1a9XmbNm1i4MCBLfkJN0gZbg7zNk3I1x5uIiIiIh1KZLC7S2lBuQJu4rZkexa5xeXERwQzoRHNEurTq1M41x6z/y+LpRWVhAS6DjjuyEGJfHTDkVzz5s+sTsrlic838cblk1o0FxHxQ+VF8FD3tr/v3XvA0zSoIU899RSPPPIIp59+OtOnT2f69OmEhISwZMkS9u7dyyOPPML8+fP56quvuP3227nyyisJCwsD4LPPPuPzzz/nySefZMyYMQDk5ORw6qmncsMNN/DOO+8wc+ZMbr31Vl566aV97rt3715eeOEF3nzzTd8+ey3KcHOYdw83lZSKiIiIdCyRQQq4yb4+XefeoPukEV1wBTS9nLQx6gu2efWIDeOxc9y/oC7bmUVphfZzE5G2FxYWRmxsLIGBgYSHhxMbG1sdUCsoKGD27NmMHDmSq6++mrKyMtLT06vHbt++nU8++YSpU6fSs2dPAD766COCgoK455576N27NzfffDPz5s3b777XXnsthx12GFOnTm3V51OGm8MitYebiIiISIdUHXBTSakAVVWWz9alAU3rTtpaBneJJCEyhMyCUpbvymHKgHinpyQivhQU7s42c+K+PhAXF1eduRYcHAyArVGuetFFFxETs2/jmeTkZDIyMoiLiwOgqqqK/Px8SkpKCA0NBeBf//oXixcvZuXKlT6ZZ30UcHOYt2lCQam+VRIRERHpSLwlpWqaIAArdmeTkV9KVEgghw1IcHo6GGM4YmA876/cw3dbMxVwE+lojGl0aafTAgIC9gmmAURHR9c7JiJi/2fr2bMnEyZMYM6cOYA7QJebm0tQUBAAS5cu5aabbuLDDz+kS5cuPpr9gamk1GGR1QG3codnIiIiIiK+5M1wyy/Pd3gm4g+82W3HDetMcKB//Bp22EB34O+7bZkOz0REDmYDBw5kwYIFpKSksGDBAiorm5eQNHXqVHbt2sXSpUtxuVzMmTOHU045BWstaWlpnHHGGfzxj39k/PjxFBQUUFDQuhno/vEn/UHs15JSZbiJiIiIdCTegFthmTLcDnbWWj5dmwq0rDuprx3uCbit2p1DXokSAETEGffccw+7du2iX79+XHPNNVRVVTXrOrGxscybN48nnniCoUOHMnfuXObNm0dgYCBvv/026enp/OlPfyIqKqr61ZpUUuqwX0tKtYebiIiISEfiLSlVhptsSMnnl6wiQgIDOHpIotPTqdYjNox+CRHsyCxkyfYsThze+iVWjVFcVsn2zAJ2ZxWxO6uYX7KK2J1dBMCjZ4+mc3SowzMUEV/q1asX33777T6f7dy5c5/3NUtOX3311QNea+LEiSxZsmS/z2+66SZuuummlkyzyRRwc1hkiLuLkJomiIiIiHQs1Rlu5YVYazGmdbpSiv/7dJ07u+3owYmEB/vXr2CHD4xnR2Yh323N9IuA256cYk55ejF5JXX/fvR/76/lnxeO139PIuL3VFLqMGW4iYiIiHRMEUHuDZ2rbBXFFcUOz0ac9Jm3nHSk/5STeh3uaeDw3Vb/2Mftvz/tJq+kgohgF2N6xXLGmO5cd+wA/jR1GIEBhi/Wp1WX54qI+DP/+nrlIBSpgJuIiIhIhxQWGIbLuKi0lRSUFxAeFO70lMQBOzIL2ZSWT2CA4fihzmeQ1TZlQDzGwJb0AtLySujiYLmmtZb3licD8OBZIznrkJ77HM8tLufZr7by53nrOGxAAjHhQU5MU0SkUZTh5rBfmyYo4CYiIiLSkRhjqrPcCspatxOa+K/5q/cA7sCWPwaIYsODGdk9BoDvHe5W+tOubH7JKiIi2MXJdTSXuO7YgfRPjCAjv5SHP9ngwAxFRBpPATeHqaRUREREpOOKCnZ3QCsoV8DtYLQ2OZfnvt4KwBmjuzs8mwPzdiv9dsteR+fx3vIkAE4d1a3Ove5Cg1z87ezRAMxZttvxAKGISH0UcHOYN+BWXmkprah0eDYiIiIi4kvKcDt4ZRWWcdUbP1NSXsUxQxI5e3zPhgc55AhPwO37bZn7dAJsSyXllXy0KgWAs8cd+Gc1sW8nLpjcG4C731tDSbl+hxIR/6SAm8O8JaUAhaX6n4WIiIhIR+LtVKoMt4NLRWUV17+9nOScYvrEh/P33x+CK8B/u2pO6BtHcGAAKbklbM8sdGQOX6xPI7+0gh6xYUzq16nec+84ZShdo0PZubeIv3+5pY1mKCLSNAq4OcwVYAgLcgHax01ERESko4kMVsDtYPTYZ5v4butewoNd/PPCCX65d1tNoUEuJvSJA+B7h7qV/s9TTjptXA8CGghORocG8cBvRwLwz8XbWb8nr9XnJyIdw549e/j+++/Jz89v9Xsp4OYHvGWl+SUKuImIiIh0JNUZbiopPWjMW7WHFxZvB+Cxc8YwpGuUwzNqnOp93BwIuKXnlbB4cwYA0+opJ63pxOFdmDqqG5VVlsc+29ia0xORNrZw4UL69u3r8+s+8cQTjBgxgquvvpqePXuyaNEin9+jpg4TcDPGdDfGHGaMaR//R6shMsST4VamgJuIiIhIR+INuBWWO1OmJ21r/Z487nh3FQBXHz2AqaO7OTyjxvMG3H7YtpfKqrbdx+2DlXuosjCudyz9EiIaPe6qo/sDsDopt7WmJiJt4JhjjuHVV19t1Xts3ryZxx57jPXr17N69Wpuu+02/vznP7fqPR0JuBljRhpjlhljso0xjxljGtzQwBhztDFmgzEm0xhzS61jtwLrgOeBJGPM0Y0Z5y8iQ9WpVERERDqGVljnzTTGpBhjyo0xnxtjutU49qExxtZ4LWiNZ2oJb0lpfnnrl650RMk5xcxdkcS3WzLZmVno103Gfty+lyteW0ZJeRVHDkrg9pOHOD2lJhnVI4ao0EDySipYm9x2ASxrbXU5aVMbSwzs7P7va29hGVmFZT6fm4h0HBUVFbz44ot06+ZeRowZM4bs7OxWvWebB9yMMSHAh8DPwARgOHBJA2MSgXnA28AUYIYx5ljPscHA7cBwa+1o4HHg/obG+ZMIT8tr7eEmIiIi7VkrrPOOAB4ALgT6AaG413pe44FRQJzndabvnsY3lOHWfJ+uTeXkpxZz839WccHLSzjm8YUMvedTJj20gLNnf88d767ipW+28+2WTNLzSxzrrplXUs5d763hvH/+yJ7cEvrGh/Ps+f7dJKEurgDDlP7xQNuWla5PyWNjaj7BgQGcPqp7k8aGBwfSIzYMgK3pKtsWqclaS1F5UZu/mvJn8dVXX40xhkWLFnHppZdijOHqq6+uPj5v3jz69OlDXFwczzzzTPXnl1xyCffeey9vvvkmQ4YM4bnnnqs+tmzZMiZNmkRMTAzTpk0jN9f9BcLw4cM544wzACgoKODZZ59l2rRpLf0x1yuw4VN87lQgBrjFWltkjLkb+AfwSj1jZgApwAPWWmuMuR+4HPga9zNcaa1N8Zy7Cji3EeP8hrdTaYH2cBMREZH2zdfrvCHANdbaBQDGmFeAOz1/3xMw1tq1rfY0PlCd4VamDLfGqqyyPP75JmYv3AbAgMQIAowhKbuY4vJK0vJKScsr5edd+2YmdIoI5tC+nXjq92MJC3a1yVw/X5fKPR+sJS2vFIDzD+3NnacOJSbMv5skHMgRgxL4fH0a32/L5LpjB7bJPf/3czIAJw7r0qzmEoO6RJKcU8zW9AIObaC7qcjBpLiimElvTWrz+y6ZvoTwoPBGnfvUU0/xyCOPcPrppzN9+nSmT59OSEgIS5YsYe/evTzyyCPMnz+fr776ittvv50rr7ySsDB3kP2zzz7j888/58knn2TMmDEA5OTkcOqpp3LDDTfwzjvvMHPmTG699VZeeuml6nt+/PHH/P73v6dv37783//9n+9/ADU4EXAbA/xorS3yvF+N+9vPhsZ8ZX8NlS4FHgaw1q4H1gMYYyKB64H3GhrnT7xNE1RSKiIiIu2cr9d5L9c6dwiw1fP3EwGXMSYJd3bbh7iDc3XWh3iy70JqfNQm+/4qw61psgrLuOHtFdUZVpcf0Y87Tx1KkCsAay1ZhWUkZRfzS1YRW9IL2Jyaz+a0fHbuLSSrsIxP16Vy1Ipkpk/q3erz/NP7a/h4TSoA/RIieHjaKCZ7MsTaq8MGuPdxW7Yzm42peQztGt2q9yuvrGLeKnfAbdq4Hs26xsDESBZuymBLuoLaIu1NWFgYYWFhBAYGEh4eTmxsbPWxgoICZs+ezciRIxk8eDA33ngj6enp9OnTB4Dt27ezefNmYmJiqsd89NFHBAUFcc8992CM4eabb+bCCy/c554nnXQSn3zyCddffz133HEHTz31VKs9nxMBt2hgh/eN55vMSmNM3IEWSJ4x62u8zwP2+RPZGHMa8B9gJ/DXxo6rdQ1nFmKh3pJS/92TQkRERKQRWmWdB2CMiQeuAi7wfDQEd+nqbUAV7iy6h4BrDnCfu4C/NP5RfCMiyL0BvLqUNmx1Ug7XvLmc5JxiwoJc/O2c0fxmzK8lhsYY4iNDiI8MYUyv2H3GlpRXMmvhNp75cgv/WfZLqwbckrKLuOjlpWzPLMQVYLjqqP7ccPwgQoPaJquuNQ1IjGBUjxjWJOcybdb3PPm7sZwysmur3W/x5gwyC8pIiAzmqMGJzbrGoC7uoLZKSkX2FRYYxpLpSxy5ry/ExcVVZ64FBwcD7FOuetFFF+0TbANITk4mIyODuLg4AKqqqsjPz6ekpITQ0FAAAgMDOeKII3jmmWc444wzOlzArQIorfVZCRAOHGghVnuM9/yaPsddxvAs8ChwcyPH1eTIQsxbUqoupSIiItLOtdY6D2AW8L21dj6AtfYR4BHvQWPMH4F3OXDA7WHgyRrvo4CkA5zrM1HB7u9vC8oVDKjP5rR8zn3+B0orquiXEMHzF4xnSNfGf/cdGuTi4il9mL1wK6uSclm/J4/h3X2fnbU5LZ8LX15CWl4pPWLDeOHC8YzsEdPwwHbCGMMblx/KdW8t57ute7n6zZ+56YRB3HDcIAJaYU+691fuAeA3Y3oQ5Gre9uLexgkKuInsyxjT6NJOpwUEBOy391t0dP1/hkdE7N/RuGfPnkyYMIE5c+YA7gBdbm4uQUFBvPXWW6SkpHDrrbcC7sCby9W6X5Q40aU0C6j99UUUUF9bmdpj9jvfWlthrf0WuAG4tLHjankY974j3lfT2uQ0k7dpQr72cBMREZH2rVXWecaYy4CjgMvquU4OkOCpWNiPtbbUWpvnfQFtUn/mbxluucXlPPzJBrb6UfmdtZYHPlpPaUUVk/t34oM/HN6kYJtXfGQIJw13Z2P9Z9kvvp4mP+/K5tznfyAtr5TBXSL53zWHdahgm1dseDCvXXoolx7eF4CnF2zh2n8v93mDt8oqy+LNGQCcNqr5WXQDE93/rqTklpBfUu6TuYlI2xo4cCALFiwgJSWFBQsWUFnZvOq/qVOnsmvXLpYuXYrL5WLOnDmccsopWGsZOnQo9957L3PnzmXnzp385S9/4dxzz234oi3gRMBtGTDZ+8YY0xd3GWdWY8cAY4Fkz/jpxphbaxyrACobGlcXxxZiIe6oqrqUioiISDvn03We5xqHAk8D51lr02p8/q4xpua4iUCqtbZ2hp2jooL8K8Pt5W938MKi7Vz+2k8Ul/l+O5OC0gpW7c7h3Z+TePiTDVzx2k88v2hbvWMWbsrgmy2ZBLsCePTsMUSHNr/hwO8n9gJg7opkSsp993xfb0rngpeWkFtczrjesfz3qil0jQn12fX9TaArgL+cMYJHzx5NkMvw6bpUzp79PXtyin12j9VJOeQWlxMVGsjYWiXCTRETHkRilDvOvi3DN3sl/rwri5OfWsyna1N9cj0Rqd8999zDrl276NevH9dccw1VVVXNuk5sbCzz5s3jiSeeYOjQocydO5d58+YRGBjIuHHjmD17NrfccguHHHIIffr04cknn2z4oi3gREnpYiDGGHORtfZ13J2mFlhrK40x0UCxtbb2VxPzgH94WsR/g3uvjs88xzYCLxhjtgMrgPuAdxoxzm9EVe/hpoCbiIiItGs+XecZY7rgbobwN+BnT4MsrLUFuBsyPGWMuQl3htwDuMtO/UpEsDvDraiiiMqqSlwBzu7ztWhTOgC79hbx9ILN3HXaMJ9c9+uN6dzzwVqSsvcPyCzYkEa3mFDOHLv/VsrllVU8ON+9hd+lh/eld3zLyp+OGJhAj9gwknOK+WRtCmcd0rKClZLySt79OYl7562jospyzJBEZs0YR3iwE79Gtb3fTezFgM4RXPXGcjam5nP1mz/z7tWHERzY8ryNxZvdjTGOGJhAYDPLSb0GdY4kI7+UrekFLQregfuf+S3/XcWuvUU8OH89Jwzr3OL5iUj9evXqxbfffrvPZzt37tznfc2S01dfffWA15o4cSJLltS9d90FF1zABRdcUOex1tDmf3JYayuAmcDzxpg04Bw87d1xL5ym1jEmE7gV9+IrBRgJPOg5thz3Xh1P4g647QJuaWicP1GXUhEREekIfL3OA84HOnve59d4gXsrkPXAF7gz4Gbjh93ovV1KAQornO1UmlVYxurk3Or3L36znTVJufWMaBxrLX/7dGN1sC0xKoQp/eO5aEofzhzrbnpw13tr2Jaxf5bfW0t+YVtGIZ0igrnuuIEtnktAgKnOcpuzdHezrlFVZfl+WyZ3vLuKiQ8u4E/vr6WiynLm2O68eNGEgybY5jW+TyfmXnsYseFBrE7K5W+fbvTJdRdtdgd/m9ssoSbvPm6+6FT6zJdb2LXX3Wg5KbuYT9cpy01EmseR/1tYa983xgwCJuDe/DbD83nfesbMMsZ8DgwDFnlKPr3H3gTebOo4f6GAm4iIiHQUvlznWWufxh1Mq2tMOXC55+W3gl3BBAcEU1ZVRkFZAdHBvt/Iv7G+3ZqJtTC0axQDO0fy0eoU7vjfaub94fBmb1gPsGJ3DhtT8wkJDGDh7cfQLebXDnWVVZa0vBJ+3J7Fdf9ezvvXHV7dzTO3qJynFmwG4OYTB7eolLSmcyf05OkFm1myI4vtGQX0T4xseBCwJ6eY177fyQcr95CaV1L9eY/YMGZM7s3VRw1olcYB7UGvTuE8fs4Yrnj9J17+dgdT+sdzwvAuzb5eblE5K3fnAL4JuA3yBNy2tbBxwsbUPP65eDsAh/brxNIdWby4eDtTR3XDmIPzn72INJ9jubHW2mRr7QfeRVgjx2y11n7Y1KBZc8e1leoupQq4iYiISAfQluu89iAy2B0McHofN+8G9UcNTuTe34wgNjyIDSm/Bhia6+0l7gYFU0d32yfYBuAKMDxz3iEkRAazMTWf+z5cV33sma+2kFNUzuAukZzvyUrzhW4xYRwzpDMA//mp4Sy3tLwS/vzBWo55bCEvLN5Oal4J0aGBnH9ob/4zczLf3HEs1x4z8KANtnmdMLwLlx3eD4Db3l3Vov3cvtuWSZV1Z6b1iA1reEADBlRnuDX/v7GqKsvd762hospy0vAuzJoxjpDAAFYl5bJ0R33bUIqI1E3F6H4gsjrDzfcb14qIiIiIs7xlpU52KrXW8s0WT8BtUCIJkSH8+fThAPz9yy11lns2Rm5xOR+u3gPA9EN713lO5+hQ/n7eIRgDby/dzfsrktmRWcjrP+wE4P+mDvf5HlnestL//ZxEWUXdm29n5JfywEfrOerRr3n9h12UVVYxqV8nnr9gPMv+dAIPTxvFpP7xB32graY/njqEUT1iyCkq54a3V1BR2byNzRdt+vXfRV8Y1NndnGR3VlGzm2X8e+kvLP8lh8iQQO47cwQJkSGcPd69B+CL37QsKC3SVmrucyYt44ufpQJufkAZbiIiIiIdlz9kuG1Kyyctr5TQoAAm9I0D4KxDenDU4ETKKqq483+rqapq+i8XH6xMpqS8isFdIhnfJ+6A5x0+MIEbjhsEwN1z13D7O6sor3Q3ITjaByWFtR03tDOJUSFkFpTx1ca0fY7lFJXxyCcbOerRr3n52x2UVlQxvk8cb10xif9cNYVTRnYlJNDZ5hb+KiTQxXPTDyEyJJCfdmXz9IItTb6GtZbF3uDv4ASfzCshMpiYsCCqLGxvRqfStLwSHv3EvTfdbScNrs7UvPyIfhgDCzaks7WF5aoirSkoyF2SX1RU5PBMOg7vz9L7s22Og2vHTz/l3cOtuLySisoqdcERERER6UC8GW6F5c41TfCWk07uH1+9h5oxhofOGslJTy1m2c5snl+8jaMHJ1JVBZXWUllliQwJZEjXqDqvaa3lLU856fmH9m5wj6sbjh/Esp1ZfL9tLz/tysYVYPg/H3VJrS3IFcA543sye+E25izbzSkju1FQWsG/vt3Bi4u3k+/5ontMzxhuOWkIRw1K0B5djdQnPoKHp43i+rdX8I+FW5ncP54jBjU+cLY1vYCU3BJCAgOY3D/eJ3MyxjCocyQ/7cpma0YBw7s3ba/E+z5cR35pBWN6xXLhlL7Vnw9IjOT4oV1YsCGNl7/dwcPTRvlkviK+5nK5iI2NJT3d3YwkPDxcf6Y1k7WWoqIi0tPTiY2NxeVq/hcwCrj5gYiQX/8BFpZVEhOmgJuIiIhIR+ENuOWXtbyDYnMt2lx3CV/PuHDuOHkI9364nkc/3cSjn27ab+xFU/pw/5kj9/u8ZrOEaYf0bHAOrgDD0+eN5bS/f0tmQSnTD+3NoC51B/N84fcTejF74TYWbc7gqS8288aPu8gqLAPcjSNuO2kIxw/rrF9Km+GMMd35flsmby/dzbX//pmHp41m6uhujRrr/Xfx0H6dqoO/vjDQG3BLa9p/Z19uSOPjNam4AgwPnzUKV60S4plH9WfBhjT+tzyJW08aTEJkiM/mLOJLXbt2BagOuknLxMbGVv9Mm0sBNz8QEugi2BVAWWUVhaUVxIT5pkOTiIiIiDjPW1LqVIZbUVkFy3ZkA3V3hLxoSl9+2pXNj9v3EmAMrgBT/dfd2UW8/sMuRvWI4dwJ+zY2qNksISa8cevXzlGhvHH5oXy8JoWrjh7QwierX9+ECKb0j+eH7Xv5+5fu0sd+CRHccuJgpo7qpr3ZWujPp49gY2o+K37J4bq3lrNgQw/u/c2IBn+X8QbcfF1KPNDTOGFrE/YjLCmv5M8fuBt5XHFEvzoz4yb2jWNMr1hW7c7h9R92ccuJg30z4Rp+3L6XkMAAxvaKVQBYms0YQ7du3ejcuTPl5eVOT6ddCwoKalFmm5cCbn4iIsRFWVGV9nETERER6WCcznBbsj2LssoqesSGMSAxYr/jAQGG56aPq3Ps3xds4akFm/nT+2sZ3j2aEd1jgH2bJcyYVHezhAMZ1i2aYd2aVvLXXFcc2Y8ftu+lR2wYNx4/iGnjemj7Fh8JC3bxn5lTeParLfzj663MXZHMku17efzcMRw2sO4S05LyyuqOn74OuHmzJbekNT7g9tI320nOKaZ7TCg3njCoznOMMcw8sj/XvbWcN37YyTVHDyAs2DeZeeWVVfx1/gZe/X4nAL06hXHG6O6cObbHAUu5RRricrl8EiySltP/bfyEdx+3fAXcRERERDqUiCB3kMupDLfqctLBTd+n7PrjBnLskERKK6q4+s2fyS1yZ014myUM6RLFuN4HbpbgtOOHdeGHu47j69uO4XcTeynY5mPBgQHcetIQ3rn6MPrEh7Mnt4TpLy3hgY/WU1qxf7fQH7fvpbSiim4xodUZab7ivd6OzELKG9E9NT2vhFkLtwHwx1OHEh584FyUk0d0oVenMLKLynl3eZJP5ptdWMbF/1paHWwLC3KxO6uYWQu3cfLTizn5qcW89M32ZjUzERH/oP/j+Al1KhURERHpmJzuUlrdEXJQ0zOKAgIMT/1+LL06hbE7q5ib/rOCqqqazRJ6+X0JXLeYMIID9WtPaxrfJ46PbziS6Z5sx5e/3cE1by6nrGLfwNfizZmA+99FX/970z0mlIhgFxVVll17G+7U+Nhnmygqq+SQ3rH8Zkz3es8NdAVw+eH9AJj19VY+WZNCRSOCegeyKTWf3/zjW77ftpeIYBcvXDie5fecyHPTD+HE4V0IdgWwKS2fB2tkv4lI+6P/8/gJBdxEREREOiZvSWlBWdsH3JKyi9ieUYgrwBywzK8hseHBzJ4xnpDAAL7elMF1by2vbpZw1riGmyXIwSEiJJCHzhrFSxdNICQwgK82pnPjnBX7BKa8wd+jh/i2nBTcpZ8DvPu4pddfvr02Obc6U+2e04c3Kvh37oRedIsJJSW3hGv+vZyjHv2af3y9tboRh1d5ZRU7Mgv5amMan69L5aedWWxNLyCrsIzKKstn61KZNus7dmcV06tTGO9dezgnj+hKWLCL00d358WLJrDsTydwtWePw5e/3dGi4J6IOEd7uPkJb0lpQen+qdciIiIi0n5VB9wcyHDzZhSN7RXbosZcI3vE8MBvR3LHu6v5ZG0qAKeP7q5mX7KfE4Z34cWLJnDFaz/xydpUbn1nFU/+biypeSVsTS8gwMDhA5oX/G3IwM6RrE7KZWv6gf9bs9bywEfrsRZ+M6Z7o0uiI0IC+eC6w3n9h128vfQX9uSW8Nhnm/j7l1s4cVgXSsor2ZFZyC9ZRVQcoAzUGLCeQ4cNiOcf08cRFxG833kxYUHcdMIg3v15N8k5xXy8NrXBLDwR8T/KcPMT3gy3ghJ1ExERERHpSJwsKV28ufnlpLX9bkIvzj/01wYJ05vYLEEOHkcNTmTWjHEEBhg+WLmHu95bzaJN7n8Xx/aKbXRX26by7uO2pZ6A22frUlmyI4uQwAD+eOrQJl2/c3Qot508hO/uPI7Hzx3DqB4xlFVUMX9NCl9uTGd7ZiEVVZbQoACGdo1ibK9Y+sSHEx3q/l3PG2y75LC+vH7ZoXUG27xCg1xcNKUvAP9cvA1rtZebSHujDDc/ERHi7iJSWKYMNxEREZGOxKmS0orKKr7b5s5w81UJ372/GU5haQWRoYGM6x3rk2tKx3TC8C78/bxDuP7t5fz3pyQ+XuPOjDzKx91JaxrU2d3Z80AZbqUVlTz08UYAZh7Vnx6xYc26T2iQi3PG9+TscT1Y/ksOizZnkBgVQv+ECPolRNA1OpSAgH3LVMsrq8gpKscYSIgMadR9Lpjch1kLt7I2OY8ftu/lsFbKDBSR1qGAm5+IDHF/y1OgPdxEREREOhSnMtxW7s4hv6SC2PAgRvWI8ck1QwJdPHP+IT65lnR8U0d3o6xyDLf8d1X17zlHt2LAzZvhti2jgKoqu1/Q67Xvd/JLVhGdo0Kq90hrCWMM4/vEMb5Pw2WpQa4AEqMaF2jz6hQRzO8m9OL1H3bxz8XbFXATaWdUUuonIr0Zbgq4iYiIiHQobZHhlppbwo7MQlJzS8gpKqOkvJJFnnLSIwYm4Arw706i0nGddUhPHj5rFABdokMY3TO21e7VK87dkbakvIrknOJ9jmXkl/Lsl1sBuP3kIdV7aPu7y4/ohzGwcFMGm1LrbwYhIv6lffwpcxCobppQooCbiIiISEfizXArqyqjrLKMYNeB923ySs8r4bLXlnHckM7cctKQes/9fF0qV735Mwfa4qk1S/hEGuO8Q3szrFs0seFBrRr8DXQF0D8hgo2p+WxJz6dXp3DAndRwxes/kV9awcge0Zzdjrrr9omP4JQRXflkbSovfbOdx84d4/SURKSRlOHmJ37tUqqAm4iIiEhHEhEYUf33jS0rfeX7naxNzuOZr7by9ab0A56XXVjG3XPXYi2EBAbsF8yICw/i+KGdmzdxER8a0yuWPvERDZ/YQt6yUu8+bmUVVVz95s+s2p1DXHgQT//+kP1KTf3dzKP6A/D+ymTS8kocno2INJYy3PxElKdzTWGZAm4iIiIiHYkrwEV4YDhFFUUUlhXSKbRTveeXVlTy32W7q9/f+b/VfH7T0XV2drz/o/VkFpQysHMk8284gpBAF+WVVZSUV1JSXkVUaCChQS6fP5OIv6ruVJrm3sfttndW8c2WTMKCXPzrkonVx9uTQ3rHMbFvHMt2ZvPq9zv54ylN667aGJVVVqXnIj6mDDc/ERHszXBTl1IRERGRjsa7j1t+ecN7MH26NpW9hWV0iXZ3PUzLK+XeD9ftd96XG9KYuyKZAAOPnTOakEB3YC3IFUBUaBCJUSEKtslBx9updEt6Afd/tJ55q/YQGGB4/sLxHNK74eYG/urKI91Zbm/+uMunVVFJ2UXc9s4qhvzpEx79dKPPrisiCrj5jV/3cCt3eCYiIiIi4mvefdwKywsbPPffP/4CwPmH9ubx340hwMDcFcl8uja1+pzc4nLunrsGcG+q3p4DCSK+5M1gW7k7h1e/3wnAE78b06rdUdvCCcO60D8hgvySCmZ9vZWieiqjyiur+H5rJo99tpHXf9jJlrR8bK1NHjMLSrl33jqOe3wR7/6cREWVZdbCbXy2LvUAVxWRplJJqZ+I9ATcCpXhJiIiItLhNLZT6cbUPJbuzMIVYDhvYm+6xoQy86gBPL9oG/83dw0T+8YRHxnCQ/M3kJZXSr+ECG5toKmCyMGkb0I4rgBDZZU7wPSXM4Zz5tgeDs+q5QICDFcc2Z+7565h1sJtvPTNDib178RxQztz7JDOJEaFsHhzBp+vT+PLDWnk1WrGlxAZwuT+nZgyIJ7U3BJe/nYHRWXu3z0PGxBP1+hQ3luRzO3vrGJE92h6xoU78ZgiHYoCbn4i0ruHm5omiIiIiHQ4EUHuzeIbaprgzW47cVgXusaEAnDziYP4amMam9MKuOeDtZx/aG/+85N7j7e/nT1aZaMiNYQEuhjSJYr1KXlcd+wALj28n9NT8pnfTejJnpxi5q5IJjmnmG+2ZPLNlkzu+3D9PkFGgE4RwRw9OJG0vBJ+3pVNZkEpH61O4aPVKdXnjOkZwx2nDOXwgQmUVVSxPbOQlbtzuP7tFfz3qikEuVQQJ9ISCrj5iYgQ90KpoKwCay3GaMNKERERkY7CW1JaX8CtoLSCuSuSAbhwSp/qz0MCXTz5u7H89h/f8fGaVL7ZnAnAxVP6cGi/+hswiByMnpt+CFvTCzhxeBenp+JTga4Abjt5CLeeNJhtGQV8vTGDrzels3RHFhVVlt6dwjl5RBdOGtGVcb3jqpsglJRXsnJ3Dj9s28sP2/direXyI/pz8ogu1b93BgcG8Oz5h3DaM9+w4pccHv98E3edOszJxxVp9xRw8xPeklJroaissnpPNxERERFp/xpTUvr+imQKSivonxDBYQPi9zk2skcM1x07kL9/uYX80gp6xoVxRyt0KhTpCPonRtI/sf11I20sYwwDO0cxsHMUVx7Vn/yScnKKyukZF1Zn4kZokIvJ/eOZ3D+em+u5bq9O4Tx2zmiufnM5LyzazuT+8Rw7pHPrPYhIB6ccUT8RFuTC24VZZaUiIiIiHUtDGW7WWt78cRcA0yf1rvOX5j8cN5AxvWIJDDD87ezR+oJWRACICg2iV6dwn1RJnTKyGxd7Mmxv/e8qUnNLWnxNkYOVAm5+whjza6dSBdxEREREOpSGMtyW/5LNxtR8QoMCOHd8rzrPCXIFMOfKySy+41gOH5jQanMVkYPbXacNY0T3aLIKy7j+7eX1dkQVkQNTwM2PqFOpiIiISMdUHXA7QIbbm55mCWeM7k5MeNABrxMW7KJ7bJjvJygi4hEa5OIf08cRGRLIsp3ZnDP7B/bkFDs9LZF2RwE3P+LNcMsvLXd4JiIiIiLiS/WVlO4tKGW+p3PgBZP77HdcRKSt9U2I4LXLJhIfEcz6lDzO/Md3rNyd4/S0RNoVBdz8SIQy3EREREQ6pPpKSt/5OYmyyipG9YhhTK/YNp6ZiEjdxvfpxAd/OJyhXaPIyC/l9y/8wLxVew54vrWWnZmFfLAymQc+Ws+5z3/P4Y98xadrU9tw1iL+Qzut+pGo6oCbauRFREREOpL6Skq9v4xOn9S7TeckItKQnnHhvHvNYdw0ZwULNqRzw9sr2Jyaz4S+cSTnFLMnp5g9OSUkZxezMTWPvJL9f5e94e0VvHrpRA7T3pNykFHAzY9EhLgANU0QERER6Wi8JaWF5YX7fF5WUcX6PXkAHDYgvs3nJSLSkMiQQF64cAKPfrqRFxZv57mvtx7w3ODAAIZ3i2ZMzxhG94zli/VpfLoulStf/4m3Z05mdM/Ytpu4iMMcCbgZY0YCrwADgZeAO6y1toExRwPPA4nAQ9baJ2scmwncByQAXwMXW2tTPMc+BE6vcakvrbUn+PBxfEZdSkVEREQ6Jm+GW35Z/j6fb0rNp6yyipiwIHp3CndiaiIiDXIFGO46bRiDukQx6+utBAcG0CM2jO6xYfSIc/+1f0IEg7tEERz4685Vp4/pxqWvLOP7bXu55JVlvHP1FAYkRjr4JCJtp80DbsaYEOBD4DPgPOAZ4BLcAbgDjUkE5gFPAG8Dc4wxK6y1XxtjjgAeAGYAG4G3gMc97wHGA6OAJM97v+1IEKmSUhEREZEOqWaGm7UWYwwAq5NzABjdM6b6MxERf3XO+J6cM75no88PCXTxz4smcP4/f2RNci4XvbyUd6+ZQrcYdVuWjs+JpgmnAjHALdbabcDdwOUNjJkBpAAPWGu3APfXGDMEuMZau8Bam4Q7cDcBwBjTEzDW2rXW2hzPq7CO6/uFSGW4iYiISDtnjBlpjFlmjMk2xjxmGhFFMsYcbYzZYIzJNMbcUuvYTGNMijGm3BjzuTGmW2PG+RtvhlulraS4orj689W7cwF3wE1EpCOKDAnk1Usn0j8hguScYi58eSnZhWVOT0uk1TkRcBsD/GitLfK8Xw0Mb8SYr2qUnS4FxgFYa1+21r5X49whgLeofCLgMsYkGWMKjTFzjDFxB7qJMSbEGBPtfQFRTXu0lolQhpuIiIi0YzUqGX7G/QXocNyVDPWN8VYyvA1MAWYYY471HPNWMlwI9ANCcVcy1DvOH4UFhhFg3Evvmvu4rUrKAdC+RiLSocVHhvDGFZPoGh3K1vQCLn11GUVl+r1XOjYnAm7RwA7vG08QrbK+QFjtMUAe0KP2ScaYeOAqYJbnoyG4F3wn41709QUequc+dwG5NV5J9Zzrc8pwExERkXauzSoZGhjnd4wxRARFAL92Ki0uq2RLuvvvxyjgJiIdXI/YMN64/FBiw4NYuTuH699aQUVlldPTEmk1TgTcKoDSWp+VAPXtElt7zIHOnwV8b62dD2CtfcRae6q1dp21dgPwR+Cceu7zMO5FovfV+OJ0H/i1aUJlW95WRERExFfaspLhgOP8lbestKDMHWRbtyeXyipL56gQusaEOjk1EZE2MahLFC9fPIGQwAC+3JjO/81dSwP9E0XaLScCblm4O43WFAXUV8Rde8x+5xtjLgOOAi6r5zo5QIKn3GE/1tpSa22e9wXk13Vea1HTBBEREWnn2rKSoVHjaox3dOsQ+LVxgjfDbVWSd/+22LaeioiIY8b36cRz08cRYOA/P+3mqS82Oz0lkVbhRMBtGTDZ+8YY0xcIwR1Ua9QYYCyQXOMahwJPA+dZa9NqfP6uMabmuIlAqrW2doadX1DATURERNq5NqtkaMI4L0e3DoEaGW6egNvq6v3b1DBBRA4uJw7vwoO/HQXAM19t5d9Ldjk8IxHfcyLgthiIMcZc5Hl/J7DAWlvp+cYxqI4x84AjjDHHGmMCgduAzwCMMV1wb877N+BnY0ykMSbSM2418JQxZpIx5nTcm+7O2v/y/iEixAVAfokCbiIiItIutWUlQ4PjanF06xDYv6R0dZI6lIrIwWv6pN7cePwgAO55fy2frUt1eEYivtXmATdrbQUwE3jeGJOGe0+1Oz2HVwNT6xiTCdyKO8iWAowEHvQcPh/o7HmfX+MF7oXVeuAL3Blwsz2f+aXqDDd1axEREZH2qc0qGRoaV5vTW4fAvhluucXl7Mh0dytVSamIHKxuOmEQ5x/aiyoLN7y9grXJuU5PScRnnMhww1r7PjAId+BtmLV2nefzvp5jdY2ZhXvT3cuA0d4Fl7X2aWutqf3yHCu31l5urY221g601t7vCfj5pchQlZSKiIhIu9aWlQwHHOevau7h5v2lslenMDpFBDs5LRERxxhjeODMkRw3tDOlFVX83/trqapSEwXpGBwJuAFYa5OttR9YazOaMGartfZDz7eSHY63S2l5paW0Qp1KRUREpH1py0qGBsb5pZolpauq92+LdW5CIiJ+INAVwCPTRhEZEsiq3Tm8u7zNt9gUaRWOBdxkfxHBgdV/X6B93ERERKQdaqtKhvrG+StvhltheSGrd7sz3MZo/zYRETpHh3LD8QMBePTTjeSVlDs8I5GWU8DNj7gCDGFB7sYJhaXKcBMREZH2qS0rGdpTBUREUAQA+WX51R1KR/WIdW5CIiJ+5JLD+tE/MYLMgjKe/mKL09MRaTEF3PyMdx+3Au3jJiIiItKhRAVHAZBdnM+e3BKMgVHKcBMRASA4MIB7zxgBwGs/7GRzWpv3thHxKQXc/Iw6lYqIiIh0TN4Mt/TCHAAGJEZWr/1ERASOGpzIScO7UFllue/DdVirBgrSfing5mciQtwlpdrDTURERKRjiQpyZ7jllrqzNkYru01EZD/3nD6ckMAAvtu6l0/Xpjo9HZFmU8DNz3gbJ6ikVERERKRjiQh2Z7gVlhcAMEYdSkVE9tOrUzhXHT0AgAfnb6C4TPubS/ukgJufifLs4VaogJuIiIhIh9IppBMA5eQDVhluIiIHcM3RA+gRG0ZyTjGzF251ejoizaKAm5+JCFGGm4iIiEhHFBca5/4bU0lgYCnDukU7OyERET8VFuziT1OHATB70TbWJuc6PCORplPAzc8o4CYiIiLSMYUGhhIcEAZA/64QGuRyeEYiIv7rlJFdOWVEV8orLTfOWaHSUml3FHDzM9VdShVwExEREelwgnFntfXrrM57IiL1Mcbw8LRRdI4KYVtGIQ9/ssHpKYk0iQJufiayOsNN0XsRERGRjqaywt04oXu81noiIg2Jiwjm8XPHAPD6D7v4emO6wzMSaTwF3PxMhDLcRERERDqkqipLcbG7pDQuqszh2YiItA9HDU7k0sP7AnD7u6vZW1Dq7IREGkkBNz8TGeLey0N7uImIiIh0LNszCykrdwfcgoILHZ6NiEj78cdThjK4SySZBaXc+d4arFVZvvg/Bdz8jJomiIiIiHRMy3dlYysiAcgpzXZ4NiIi7UdokIunf38Iwa4Avlifxpxlu52ekkiDFHDzM1GhQQDkFZc7PBMRERER8aVlO7OqA27ZJQq4iYg0xfDu0dx28mAA7v9wPVvTCxyekUj9FHDzM/ERwQDsLdS+HiIiIiIdyc+7srGV7qYJWSVZDs9GRKT9ueKI/hw2IJ7i8kpmvv4TuUpUET+mgJufSYwKASCrsIyqKtWli4iIiHQEmQWlbM8sxFa6M9z2lux1eEYiIu1PQIDh7+cdQveYULZnFnLjnBVU6vdm8VMKuPmZTp4Mt8oqS3aRstxEREREOoKfdrpLSPvEdAZUUioi0lyJUSH886IJhAQGsHBTBo9/vsnpKYnUSQE3PxPkCiA23L2Pm8pKRURERDqGn3a6S0gP6dETgOzSbKpslZNTEhFpt0b2iOHRc0YDMHvhNj5YmezwjET2p4CbH0qIdJeVZuaXOjwTEREREfGFn3a5M9om9+0FQJWtIrc018kpiYi0a2eO7cHVRw8A4I//W83a5F//TC0uq+TLDWn86f01XPfv5bz7c5L2e5M2F+j0BGR/CZHBbE2HjAIF3ERERETau+KyyupfBCf360L05mjyyvLIKskiLjTO4dmJiLRft588hI2peSzclMHM13/iiiP7s2hzBj9s30tZxa9ZxPPXpBDkMhw1KJGpo7txwvAuRIcGOThzORgo4OaH4j0ZbnsLVFIqIiIi0t6t3J1DRZWla3QoPePC6BTaqTrgNoABTk9PRKTdcnmaKJz1j+/YnlnI/R+trz7WIzaMY4cm0ikihE/XprA5rYAvN6bz5cZ0gl0B9I4Pp0t0CF2iQ+kSHUrX6FBG9ohhfB99ESK+oYCbH0r0lpQqw01ERESk3fPu3zahbxzGGDqFdmJn3k6ySrIcnpmISPsXExbEixdP4Lp/LycmLIjjhnbmuKGdGdg5EmMMALecOJgtafnMX5PCR6tT2JpeUP2q7eIpfbh76jBCAl313rewtILknGKSsotIzi4mKaeYvOJyrjpqAH0TIlrlWaV9UcDNDyVEujuVKuAmIiIi0v5592+b4Mma6BTaCUABNxERHxmQGMmnNx1V7zmDukRxU5cobjphML/sLSIpu4jUvBLS8kpJyythd1YRX25M57UfdrFidw7/mD6OXp3C97lGVZXlk7WpPPvVFjam5td5n1W7c3n/usMJDtSW+Qc7Bdz8kEpKRURERDqGyirLcm/Ara870OYNuGWXZDs2LxGRg1nv+HB6x4fv9/lXG9O45b+rWJ2Uy9RnvuHxc8dw0oiuWGv5bF0aTy/YvE+gLSYsiB6xYfSMC6NHXBjvr0hmfUoe//h6KzefOLgtH0n8kAJufihBJaUiIiIiHcKm1HzySyuIDAlkaNcogOpGCcpwExHxL8cN7cL8G47kD28tZ8UvOcx842d+P6EXa/fksm5PHgBRIYFcdkQ/Lj6sL50igvcZP653HNe/vYJ/fL2VE4d3YWSPGCceQ/yEchz90K8lpcpwExEREWnPft7lDqod0juWQJd76a2SUhER/9UjNoz/zJzC5Uf0A+A/P+1m3Z48IoJdXH/cQL7547HcfOLg/YJtAKeP7sapI7tSUWW57Z1V+3RKlYOPMtz8UM0MN2tt9UaPIiIiItK+LNvp3b+tU/VnncLcf7+3eK8jcxIRkfoFBwZwz+nDmdi3E7MWbuXwgQnMPLI/cXUE2WoyxvDAb0eyZEcWG1PzefarLdx60pA2mrX4G2W4+SFvwK20ooqC0gqHZyMiIiIizeXtUDqxb1z1Z51CPHu4lWoPNxERf3bKyK7M+8MR/PGUoQ0G27wSIkN44MyRAMxauI3VSTmtOEPxZ44E3IwxI40xy4wx2caYx0wjUriMMUcbYzYYYzKNMbfUOjbTGJNijCk3xnxujOnWmHH+KizYRUSwuwWxykpFRERE2qfknGL25JbgCjCM7R1b/blKSkVEOrapo7tx+uhuVFZZbv3vKkorKvc5XlJeSW5xuUOzk7bS5iWlxpgQ4EPgM+A84BngEuCVesYkAvOAJ4C3gTnGmBXW2q+NMUcADwAzgI3AW8DjwIz6xrXS4/lMfGQIhVlF7C0opV9ChNPTEREREZEm8ma3jegeTXjwr8tub0lpbmku5VXlBAUEOTI/ERFpPfefOZIft+9lS3oBl76yjLAgFym5JaTkFpNd5A62nTu+J3+aOpyYcP1/oCNyIsPtVCAGuMVauw24G7i8gTEzgBTgAWvtFuD+GmOGANdYaxdYa5NwB+4mNGKcX/u1cYI6lYqIiIi0Rz/VsX8bQExwDAHGvQzPLc1t83mJiEjr6xQRzIO/HQXA99v28uXGdNan5FUH2wDe+TmJE59axIL1aU5NU1qRE00TxgA/WmuLPO9XA8MbMeYra631vF8KPAxgrX251rlDgK0NjauLJ/supMZHUQ3Mq9XEe/Zxy1BJqYiIiEi7tKyO/dsAXAEuYkNiySrJYm/xXhLCEpyYnoiItLJTRnbl8XPHsGtvId1iwugWE0rXmFC6x4SxJT2fO95dzfbMQq54/SfOHNude88Y0ei94sT/ORFwiwZ2eN9Ya60xptIYE2etPdDOsdHA+hrv84AetU8yxsQDVwEXNGVcDXcBf2nwCdqAt3HCXmW4iYiIiLQ7eSXlbErLB2B8rYAbuPdxyyrJ0j5uIiId3Dnje9b5+YS+nfj4xiN5asFmXly8nQ9W7uG7rZk8Mm00Jwzv0sazlNbgRElpBVA7ilQChDdhzIHOnwV8b62d38RxXg/jLnf1vur+L6MNJKqkVERERKTdWr4rG2uhT3w4naNC9zuuxgkiIhIa5OKuU4cx99rDGdwlksyCMq5682e+3pju9NTEB5wIuGUBibU+iwLqq52sPWa/840xlwFHAZc1ZVxN1tpSa22e9wXk1zOnVuUtKc3MV0mpiIiItB++7kbvOT7QGLNfZMoY86ExxtZ4LfDVc7TUgfZv84oLdWe9ZZccqMBDREQOFmN6xfLh9Ufw27HdqayyXPvv5az4Rf9/aO+cCLgtAyZ73xhj+uLeN62+r/f2GQOMBZJrXONQ4GngPGttWmPH+bPqktJCZbiJiIhI+1CjG/3PuJtYDcfdjb6+Md6u8m8DU3B3mj+2xvF+wHxg/7pMGA+M8hyLA85s8UP4yIH2b/NShpuIiNQUEujisXPHcNTgRIrLK7ns1WVszyhwelrSAk4E3BYDMcaYizzv7wQWWGsrjTHRxpi6+uHOA44wxhxrjAkEbgM+AzDGdMG9sPsb8LMxJtIYE9nQOH/3a5dSZbiJiIhIu+HrbvTgDra9VHuQMaYnYKy1a621OZ5XoS8ewheemz6O2TPGccyQznUeV8BNRERqC3IFMHvGOEb3jCG7qJyL/rWU9LwSp6clzdTmATdrbQUwE3jeGJMGnIM76AbujqVT6xiTCdyKO1iWAowEHvQcPh/o7HmfX+PV0Di/9mtJqTLcREREpN3wVTf6cTWOnw68U8e4iYDLGJNkjCk0xswxxtSdToY7+87z5W60MSaaVu5GnxgVwqmjutE1Zv/920ABNxERqVtESCD/umQifePDScou5uJXlpFXUu70tKQZnMhww1r7PjAId+BtmLV2nefzvp5jdY2ZhXvBdhkw2ls6aq192lprar8aGufvEj0Bt/zSCkrKKx2ejYiIiEij7NeNHqisLxBWewy1uspba7cfYNwQ3KWrJ+MuX+0LPFTPfe4Ccmu8kuo5t9Up4CYiIgeSEBnC65dNIiEymA0peVz1+s+KC7RDjgTcAKy1ydbaD6y1GU0Ys9Va+6GnoUFT7tWscU6KDgskyOWOG+4tVFmpiIiItAut2Y1+H9baR6y1p1pr11lrNwB/xF05cSB+040eFHATEZH69Y4P59VLDyUi2MUP2/dy4ctLyFZsoF3xWcDNGBNs3BwL4nUkxhjiI1RWKiIiIm3DR2u5VulG30g5QIKnccN+/KkbPSjgJiIiDRvZI4aXL5lIVEggy3Zmc/bs7/llb1HDA8UvtCg4ZoyJMsb807MXWxHuLlFJxpjxPpndQS4hyt04QZ1KRUREpDW0wlrO593oD8QY864xpua4iUCqtbZdLJziQt1VtoXlhZRWtospi4iIAyb3j+fdaw6je0wo2zMLOWvWd6zcneP0tKQRWpqN9grudPyLgELc+2E8C/yjhdcV3HXbAJn5ShsVERGRVuHrtZxPu9E3YDXwlDFmkjHmdOABYFYz593mooOjCTSBAGSXZDs8GxER8WdDukYx97rDGdE9mr2FZZz3zx/4fF2q09OSBrQ04HYCMNNa+xlQBVjgDWBESycmVJeUZhToW08RERFpFT5dy7VCN/r6PAysB74AngZmez5rF4wx1WWle0v2OjwbERHxd12iQ/nvVVM4ZkgiJeVVXPXmz/xz8TaqqmzDg8URLQ24bQQu9vy99bymAOtaeF2hRklpgTLcREREpFX4fC3ny270NY7vrNmF3vNZubX2cmtttLV2oLX2fk/Ar93wlpUqw01ERBojIiSQly6awPRJvbEWHvp4Ixe/spT0vBKnpyZ1aGnA7XrgJmNMMu4Nbv+D+xvG61p4XQESvSWlynATERGR1tEqa7m27EbfnqlxgoiINFWgK4C//nYkD/x2JCGBAXyzJZOTn16sElM/FNiSwdbaZcaYgcAZQHcgCZhvrc31xeQOdvGR7gw3BdxERESkNWgt56xOYZ6AW7ECbiIi0njGGC6c3Icp/Ttxw9srWZ+Sx8w3fub8Q3tzz+nDCA9uUahHfKSlXUp7AzG4N8idA3yLe6Pc3j6Y20HP2zRBJaUiIiLSGrSWc1ZciLukVBluIiLSHAM7RzH3usO46qj+GANvL/2F05/9lvR8lZj6g5aGPXfi3uvDeP5ak6uF1z7oJaikVERERFrXTrSWc0x8WDyggJuIiDRfSKCLu04bxtGDE7nlv6vYnlHIffPW848Z45ye2kGvRRlu1toAa63LWhsARALHAguB430wt4Oet6Q0q6iMisoqh2cjIiIiHY3Wcs7SHm4iIuIrhw1M4OVLJuAKMMxfk8KXG9IaHiStqqVNE6pZa4uttYuB3wBP+Oq6B7NO4cEYA9ZCdlG509MRERGRDkxrubangJuIiPjSiO4xXHFEPwD+/ME6CkvbVfPuDsdnAbcaOgPdWuG6B51AVwCdwtU4QURERNqU1nJtJC7UvYdbdkm2wzMREZGO4sYTBtEzLozknGKe/GKz09M5qLW0acIOY8z2Gq9dwCbgTd9MT9SpVERERFqL1nLOqpnhZm3tLfRERESaLjw4kAd/OxKAV77bwZokNR53SkubJlxS670Fkqy121t4XfFIiAxhc1qBOpWKiIhIa7ik1nut5dpQfKi7aUJJZQnFFcWEB4U7PCMREekIjhnSmTPGdOfDVXu4a+5q3r/2cAJdrVHgKPVpUcDNWrvIVxORuqlTqYiIiLQWreWcFRYYRogrhNLKUvaW7FXATUREfObPpw9n0aZ01ibn8er3O7niyP5OT+mgoxCnn/OWlGYo4CYiIiLSoRhjqstKtY+biIj4UmJUCHefNgyAJz7fTFJ2kcMzOvgo4ObnvBluKikVERER6XjUqVRERFrL7yb04tC+nSgur2TarO/5x9dbySpUbKGtNDngZoypMsZU1vOqMsZUtsZkD0aJKikVERERH9Jazr94O5Uq4CYiIr4WEGB45OxRdI8JJT2/lMc+28SUh7/krvdWszkt3+npdXjN2cOtn89nIQekLqUiIiLiY1rL+RFluImISGvqnxjJwtuPZf6aPbz87Q7WJufx9tLdvL10NycM68Iz548lPLil/TSlLk3+qVprd7XGRKRuKikVERERX9Jazr94O5Uq4CYiIq0lODCAsw7pyW/H9uCnXdn869sdfLYulQUb0pj19TZuO3mI01PskLSHm59LiPo14GatdXg2IiIiIuJLynATEZG2YoxhYt9OzL5gPLNmjAPgn4u3s2tvocMz65haJeBmjElsjesejOIj3CWlZZVV5BVXODwbERERORhoLdd2qvdwK1bATURE2s7JI7py5KAEyiqreOCjDU5Pp0NqUcDNGDPcGDPfGLPFGLPd89oBJPlofge90CAXUSHuyt/MQu3jJiIiIr6jtZzzvBlu2aXZDs9EREQOJsYY/nLGcAIDDAs2pLFwU7rTU+pwWprh9gqwBVgM/AxcB5QAd7bwulKDt6w0M18BNxEREfEpreUc1inMU1KqDDcREWljAztHcclhfQG4/8P1lFVUOTuhDqalAbeRwEPAP4E+1tpPgCuAS1p4XanBW1aaqcYJIiIi4ltayzmsU4gn4Faapf16RUSkzd1wwiASIkPYnlnIK9/tcHo6HUpLA26bgcuAVcAAY0wCkI7azftUdadSlZSKiIiIb2kt5zDvHm4VVRXkl+c7PBsRETnYRIcG8cdT3F1Kn/lyC+l5JQ7PqONoacDtBuAmIBp4GdgO/AR80MLrSg0JUZ4MN5WUioiIiG9pLeew0MBQIoIiAJWVioiIM84e15OxvWIpLKvkkU82Oj2dDqNFATdr7TdANyDDWnsHcAYwHZUh+FR8hDvDLUMlpSIiIuJDWsv5h7gQT6fSEgXcRESk7QUEGO77zQgA3luRzLKd+v+RL7S0S2m89QCw1i6y1s631lb6ZnoCvzZN2FugDDcRERHxHa3l/EN14wQF3ERExCFjesXyuwk9Abj81WUs3pzh8Izav5aWlCYZY740xlxrjOnW2EHGmJHGmGXGmGxjzGPGGNOIMUcbYzYYYzKNMbfUcXygMWa/VYox5kNjjK3xWtDYefqLxEhv0wQF3ERERMSnmrWWE9+KD40HILM40+GZiIjIwez/ThvO+D5x5JVUcMkrS/nXtzvU0KcFWhpw6wrMBsYBPxpjvjXG3GyM6XOgAcaYEOBD3K3nJwDDaaBswRiTCMwD3gamADOMMcfWON4PmA/E1TF8PDDKcywOOLOxD+cv4qubJqikVERERHyqyWs58b3O4Z0ByChWNoGIiDgnJjyIt66cxLnje1Jl4f6P1nPn/9ZQVlHl9NTapZbu4ZZrrX3XWnuFtbYPcDXuINr2eoadCsQAt1hrtwF3A5c3cKsZQArwgLV2C3B/rTHzgZdqDzLG9ASMtXattTbH8yps7PP5C2+XUjVNEBEREV9q5lpOfCwhLAFQhpuIiDgvJNDFo+eM5k9ThxFg4D8/7WbGSz+q4q4ZWprhhjEm2hhztjHmJdyZa/G4F2sHMgb40Vpb5Hm/GneWW33GAF/ZX3MZl+L+JtbrdOCdOsZNBFzGmCRjTKExZo4xpq4sOL8W7ykpLSyrpLhMW6qIiIiI7zRjLSc+lhiWCEB6UbrDMxEREQFjDFcc2Z+XL5lIVEggy3Zmc+Zz37Eto8DpqbUrLW2asBhIBi4GvgEOsdaeYq19sZ5h0cAO7xtPEK2ygUDYPmOAPKBHjWsc6FvYIbhLV0/G/W1tX+Chep4nxLPojDbGRANR9cypzUSFBBIc6P5HpaiyiIiI+Eoz13LiY4nh7oCbMtxERMSfHDukM3OvO5y+8eEk5xRzzuzvWbk7x+lptRstzXB7Huhurf2NtfY1a21OI8ZUALWjRiVAeBPGNHQ+ANbaR6y1p1pr11lrNwB/BM6pZ8hdQG6NV1JD92gLxhgSvWWlCriJiIiI7zRnLSc+5s1wyyjSHm4iIuJfBnaO5H/XHMaYnjFkF5Uz/cUfWaQOpo3S0j3c3rLW5h/ouDHmxzo6XmUBibU+iwLq6whQe0xD5x9IDpDgadxQl4dx7y/nffVsxj1aRWKUe8ppeQq4iYiIiG80cy0nPubNcMsqyaKiqsLh2YiIiOwrPjKEt66czJGDEigqq+TyV5fxwcpkp6fl91q8h1sDhgBBtT5bBkz2vjHG9AVCcAfVDmSfMcBY3OUP9TLGvGuMqTluIpBqra0zamWtLbXW5nlfwAEXoG2tW0woAKm5xQ7PRERERA4ida3lxMfiQuIIMAFYLFkl9S2JRUREnBEREsjLF0/kN2O6U1FluXHOSv717Y6GBx7EWjvgVpfFQIwx5iLP+zuBBdbaSs/eaXUt6uYBRxhjjjXGBAK3AZ814l6rgaeMMZOMMacDDwCzfPAMba6rJ+CWklfi8ExERERExJdcAS7iQ+MBlZWKiIj/Cg4M4Onfj+WSw/oCcP9H63lryS/OTsqPtXnAzVpbAcwEnjfGpOHeU+1Oz+HVwNQ6xmQCt+IOsqUAI4EHG3G7h4H1wBfA08Bsz2ftzq8Zbgq4iYiIiP8yxow0xiwzxmQbYx4zxphGjDnaGLPBGJNpjLmljuMDjTH7pX41NK49SQhLACCjWAE3ERHxXwEBhr+cMZw/HDsQgGe/2kJ5ZZXDs/JPTmS4Ya19HxiEO/A2zFq7zvN5X8+xusbMAoYDlwGjrbVptY7vtNaaWp+VW2svt9ZGW2sHWmvv9wT82p2uMWEApCjgJiIiIn7Ks0/uh7i7xE/AvXa7pIExibirGd4GpgAzjDHH1jjeD5gPxDVlXHvTObwzoICbiIj4P2MM1x8/kITIEFJyS/h4TYrTU/JLrR1wswc8YG2ytfYDa22jVxXW2q3W2g89+6sdVJThJiIiIg444FruAE7F3XjqFmvtNuBu4PIGxszAXcHwgLV2C3B/rTHzgZeaMa5d8Wa4ZRZlOjwTERGRhoUEurhoSh8AXvxmO9Y2dcnQ8bV2wK3BEgJpnK7Rvwbc9C+yiIiItJGmruXGAD9aa4s871fjznJraMxX9tcFzlJgXI3jpwPvNGPcPowxIZ79gqONMdG4u977DW+nUmW4iYhIezFjUm9CAgNYm5zH0h1q+lObTwNuxpjONd9ba+OstdpBzwe6eAJuZZVVZBWWOTwbERER6Yh8sJaLBqpblnmCYZXGmLgDD9l3DJAH9Khxje3NGVeHu4DcGq+kes5tc4lhnoCbmiaIiEg7ER8ZwtnjewLw4jfqWFpbiwJuxpjhxpjlxphzPR99aYxZZ4wZ7IO5SQ3BgQEkRIYA2sdNREREfKMV1nIVQGmtz0qA8CaMaej85o57GHe5q/fVsxH3aDNqmiAiIu3RZYf3A+DLjWlszyhweDb+paUZbi8AXwGfe95Pxr1R7vMtvK7UQfu4iYiIiI/5ei2XBSTW+iwKqC89v/aYhs5v1jhrbam1Ns/7AvIbcY82o6YJIiLSHg3sHMlxQztjLbzy3U6np+NXWhpwGws8Ya3NBbDWFgLPAuNbeF2pQ1dPwC0lTwE3ERER8Ymx+HYttwx30A4AY0xfIAR3cKxRYzxzSm7qvZowzi95M9yyirOoslUOz0ZERKTxrjjSneX2zs+7ydYWWNVaGnBbA1xY67MLgXUtvK7U4dcMt2KHZyIiIiIdhK/XcouBGGPMRZ73dwILrLWVnmYFQXWMmQccYYw51hgTCNwGfNaIezV3nF+KD4vHYKiwFWSXZDs9HRERkUab0j+e4d2iKSmv4q2l2sbfq6UBt+uAWzx7fcw3xqwHbgSuafnUpLbqDDeVlIqIiIhv+HQtZ62tAGYCzxtj0oBzcAfdwN2xdGodYzKBW3EHy1KAkcCDjbhXs8b5q6CAIOJC3b0lVFYqIiLtiTGmOsvt1e93UlpR6fCM/EOLAm7W2hXAINyLm4XA/cBga+2qlk9NatMebiIiIuJLrbGWs9a+77nmTGCYtXad5/O+nmN1jZkFDAcuA0Zba9NqHd9prTVNHdfeVDdOUKdSERFpZ04f3Z0u0SFk5Jfy4aoUp6fjFwJbegFrbT7wtg/mIg3oGh0GKOAmIiIivtMaazlrbTJN3E/NWrsV2NqMezVrnD9KDE9kc/ZmMosznZ6KiIhIkwQHBnDxYX159NNNvPTNdqYd0oOAgP2+KzuotLSkVNpQtxolpdZah2cjIiIiIr6UGOZuuqqSUhERaY+mH9qbiGAXG1Pz+feSXU5Px3FNDrgZYyqNMdGev6/yvK/5qjLGqGC3FXj3cCsurySvuMLh2YiIiEh7pLWc/6oOuKmkVERE2qHY8GDuOGUoAI98spHknIO74WNzMtz6W2vzPH/fD+hf6+X9THwsNMhFp4hgAFLyDu5/cUVERKTZtJbzU9V7uCnDTURE2qkLJ/dhQp84Cssqufu9NQd1dV6TA27W2l01//5AL99OU7y6RqtTqYiIiDSf1nL+KzFcJaUiItK+BQQY/nbOaIIDA1i0OYO5K5q0pWuHoj3c2hl1KhURERHpmLwlpZlFapogIiLt14DESG48fhAA93+0noz8Uodn5AwF3NqZrjHKcBMRERHpiGpmuB3MJTgiItL+zTyqP8O7RZNTVM69H65zejqOUMCtnanuVHqQbz4oIiIi0tF493ArryonryyvgbNFRET8V5ArgEfPGY0rwDB/dQqfrUt1ekptTgG3dqZrTBgAqXnKcBMRERHpSEJcIUQHRwOQXpTu8GxERERaZmSPGGYe5e7DdM/7a8ktLnd4Rm1LAbd2pptKSkVEREQ6LO8+bmqcICIiHcGNxw+if0IE6fml3PrflVRWtc2WCf6wNYMCbu1MVzVNEBEREemwvPu4ZRarcYKIiLR/oUEunvz9WIIDA1iwIZ2HP97g83sUllawbGcWr3y3g1v+u5KTn1rMdW8t9/l9mirQ6QlI03SNdgfcCkoryC8pJyo0yOEZiYiIiIivVGe4FSnDTUREOoaxvWJ54twxXP/2Cl76dgd9EyK4YHKf/c6z1vLmkl/4eHUKp4zsyrRxPQ4Y89idVcS/l/zCgg1pbMsooHZCW36J8+WrCri1MxEhgUSHBpJXUkFqbokCbiIiIiIdSEK4u3GCMtxERKQjOWNMd3ZmFvLEF5v5y7x19O4UzlGDE6uPp+eXcMe7q1m4yf2F0w/b9/LopxuZNq4nF03pw6AuUVRVWRZtyeDNH3bx1ab0fYJsXaJDGNUjhhHdYxjVI4aRPWLa+hH3o4BbO9QtJoy8knxScksY1CXK6emIiIiIiI94M9zUNEFERDqaPxw3kB2Zhby3Ipnr/r2c9649jEFdovh0bSp3vbea7KJyggMDmDGpN99syWRregFv/LiLN37cxaR+nUjJLeGXrKLq6x05KIHzJvZmYr84OkeFOvhkdVPArR3qGhPKprR87eMmIiIi0sF4A27KcBMRkY7GGMPDZ48iKbuYpTuzuPTVZUzuH8+7PycBMLxbNE+fN5bBXaKw1vLDtr28/sMuPl+fypIdWQBEhwZy7oRezJjUm/6JkU4+ToMUcGuH1KlUREREpGPyNk1Ql1IREemIQgJdPH/heM6a9R279hbx7s9JGANXHTWAm08cREigC3AH5w4bmMBhAxPYk1PMR6v3EBsezBmjuxMW7HL4KRpHAbd2qLpTaV6xwzMREREREV+qmeFmrcUY4/CMREREfKtTRDD/umQi5//zR4IDA3j83DFM7h9/wPO7x4Yx86gBbThD31DArR1ShpuIiIhIx5QQ5m6aUFxRTGF5IZHB/l0uIyIi0hwDEiP55o/HEhQQQEBAx/xyKcDpCUjTdY0JA9AebiIiIiIdTHhQOBFBEQCkF6txgoiIdFwhga4OG2wDBdzaJWW4iYiIiHRc1WWlRWqcICIi0l4p4NYOefdwyy0up6iswuHZiIiIiIgvqXGCiIhI+6eAWzsUFRJIhKcrh8pKRURERDoW7z5umcXKcBMREWmvHAm4GWNGGmOWGWOyjTGPmUa0XzLGHG2M2WCMyTTG3FLH8YHGmKymjmuPjDG/dipVwE1ERESkQ/GWlGYUKcNNRESkvWrzgJsxJgT4EPgZmAAMBy5pYEwiMA94G5gCzDDGHFvjeD9gPhDXlHHtWTdP4wTt4yYiIiLSsXgDbmqaICIi0n45keF2KhAD3GKt3QbcDVzewJgZQArwgLV2C3B/rTHzgZeaMa7dqs5wy1PATURERKQj8e7hppJSERGR9suJgNsY4EdrbZHn/WrcWW4NjfnKWms975cC42ocPx14pxnj9mGMCTHGRHtfQFQD83LMr51Kix2eiYiIiIj4kkpKRURE2j8nAm7RwA7vG08wrNIYE3fgIfuOAfKAHjWusb054+pwF5Bb45VUz7mO0h5uIiIiIh1TQriaJoiIiLR3TgTcKoDSWp+VAOFNGNPQ+c0d9zDuclfvq2cj7uGIXzPcFHATERER6Ui8GW4F5QUUlRc1cLaIiIj4IycCbllAYq3PooCyJoxp6PxmjbPWllpr87wvIL8R93BE12h30wRluImIiIh0LJFBkYS63F+uKstNRESkfXIi4LYMmOx9Y4zpC4TgDo41agwwFkhu6r2aMM7veTPc9haWUVJe6fBsRERERMRXjDHVjRMyirWPm0hHsSN3B6+sfYXc0lynpyIibcCJgNtiIMYYc5Hn/Z3AAmttpadZQVAdY+YBRxhjjjXGBAK3AZ814l7NHef3YsODCAl0/+NLz6tdoSsiIiIi7Vl14wQF3EQ6hGWpy5gxfwZP/vwk1yy4RuXiIgeBNg+4WWsrgJnA88aYNOAc3EE3cHcsnVrHmEzgVtzBshRgJPBgI+7VrHHtgTFGnUpFREREOqiEME/jhCKVlIq0d5/s+ISrvriK/HL3jkVrMtdwx+I7qKiqcHhmItKanMhww1r7PjAId+BtmLV2nefzvp5jdY2ZBQwHLgNGW2vTah3faa01TR3XnlV3Ks3TPm4iIiIiHYlKSkU6htfWvcYdi++gvKqcE/ucyEsnvUSIK4RFSYt48McHsdY6PUURaSWBTt3YWptME/dTs9ZuBbY2417NGufvusW4GyeoU6mIiIj4C2PMSOAVYCDwEnCHbeA3SmPM0cDzuJtdPWStfbKRxz4ETq9xqS+ttSf46lmc5M1wyyhSwE2kKcory1m3dx2783cTGBDofhn3X0MDQxkRP4LwoHCf3e/j7R/zt2V/o090H8Z2HsvYxLGM7TyW2JBYHlv2GG9ueBOAGcNmcPuE23EFuPjbUX/jloW38L8t/6NLRBeuGXONz+Yj/m933m4+2PYB6/eu57pDrmNE/AinpyStxLGAm7Sct6RUnUpFRETEHxhjQoAPcW/ncR7wDHAJ7gDcgcYk4t539wngbWCOMWaFtfbr+o55ho8HRgFJnvflPn8oh3QO7wwow02kIWWVZazNXMtPaT+xLHUZqzJWUVxx4C13EsISuGbMNZw16CyCAuraPrzxtmZv5S/f/4WSyhKySrJYkb6i+lh8aDx7S/YCcNuE27ho+EUY4y7IOr738dx96N08uORBZq2cRZfwLkwbNK1Zc9iYtZHX173O8vTl+x1zGReXj7q82deWAyutLGVbzjZSClJIKUxhT+EeUgpSyCrJond0b4Z1Gsaw+GEMiRtCeFA4BWUFfL7rcz7Y+sE+/6xWpK9g1gmzOKTzIQ4+jbQWBdzaMW/ALSlbG26KiIiIXzgViAFusdYWGWPuBv5BPQE3YAbuvXYfsNZaY8z9wOXA1/UdM8b0BIy1dm0rPo9jekb2BGBd5joKywuJCIpweEYi/qW8qpy3NrzFC6teqN4bzSsuJI7BcYOpooqKqorqV0ZxBpnFmTzw4wO8sf4Nrj/kek7sc2J1IKwpisqLuHXRrZRUljCl2xRO638aK9NXsiJ9Bdtzt7O3ZC+BAYH89fC/clr/0/Yb//uhvyetKI0X17zI/T/cT1J+EkEBQZRUllBaWUpJRQku42J4/HDGdh5Lv5h+BBj3jlDWWn7Y8wOvrHuFH1N+rHeezyx/ht8M+A2BAfrV31cqqio4Z9457MzbWefx5enLeZ/3ATAYekf3Jq0wjZJKd6JMgAlgSrcpFJYXsjJjJVd9cRXPHvcsk7pNaqMnkLai/+raseHdowFYuiOLisoqAl2ObMknIiIi4jUG+NFa6/02cDXuvXQbGvNVjbLTpcDDjTg2EXAZY5KAONyZdddYa7Nb/hjOG9t5LH2j+7IzbyfvbXmPC4df6PSURPzG0pSlPLTkIbblbgOgU2gnxncZz8SuE5nQZQIDYgdUB6dqKq8s553N7/DC6hfYmbeTWxfdyqiEUdw8/mYmdp3YpDk8tOQhtuduJzEskYePfJj4sHh+O/C3AOSU5LAmcw1dI7oyKG7QAa9x/SHXk1aUxrxt83hxzYv13i86OJoxiWMY2mkoC5MWsiV7C+DOYjupz0lMGzyNiMBfA/NVVHHdl9ext2Qvy1KXMaX7lCY9nxzYt8nfsjNvJ8EBwQzpNIRuEd3oHtmdrhFdiQ2JZUfuDjZmbWRD1gbSi9LZlbcLgH4x/ThzwJmc3v90ukR0obiimJu+vonv93zPtQuu5aljn+Konkc5/HTiSwq4tWNje8URGx5ETlE5K3fnMKFvJ6enJCIiIge3aGCH940nK63SGBNXTyAsGlhf430e0KMRx4YAPwO3AVW4s+geAurcDMlT7hpS46OoxjyQUwJMABeNuIj7f7ifN9a/wflDz1eGihz00grTePynx/l056eAO5PtpvE38duBv60zwFZbkCuI6cOmc+bAM3lt3Wu8uu5V1mSu4bLPLuOonkdx87ibGRg3sMHrfLD1Az7Y9gEBJoC/HfU34sPi9zkeGxrLkT2PbPA6xhjuPeze6uB6iCuEEFcIoYGhhLhCKK4oZk3mGtZkrCGvLI9vkr/hm+RvAAgLDOPsQWdzwfAL6BHZo87rn9jnRN7d/C6f7PhEATcfen/r+wCcN/Q8bp94e73n7i3ey6bsTcQExzA8fvg+2ZRhgWE8e9yz3LboNr7e/TU3fn0jjx71KCf2ObE1py9tyKgryoEZY6KB3NzcXKKjo52eTp2uf3sFH67aw3XHDuD2k4c6PR0REREB8vLyiImJAYix1uY5PZ+2Yoz5GxBkrb2lxme7gcmehll1jfkP8J219hnPexdQYq0Nqu9YHdc5GnjXWpt4gPvcC/yl9uf+vM4rqSjh5P+dTFZJFo8e9Sin9jvV6SmJOGbulrk8vPRhiiuKCTABnDv4XK4/5HpiQmKafc3M4kyeX/U8/9v8PypsBQEmgDMHnMl1Y6+jS0SXOsdsy9nG+fPPp7iimOvGXsfVY65u9v0bq7yqnM3Zm1mZvpL1e9fTP6Y/5ww+p8FnX5a6jMs+u4yo4CgW/m4hwa7gVp9rR7e3eC8nvHMCFbaC937zXr0ZjI1VXlXO/33zf3yy8xNcxsUDhz/AGQPO8MFspbU0dp2nGsR27tgh7jXl1xu1oa6IiIg4Lgt3N9GaooCyJoypeX59x2rLARI8mWx1eRj3/nLeV8965uQXQgNDOW/oeQC8svYV9EW5HKze3vg2f/7+zxRXFDMmcQxzps7hT5P/1KJgG7gbKPxp8p+Ye+ZcTuxzIlW2irlb53L63NP5+/K/szJ9JelF6VTZKgCKK4q5bdFtFFcUM6nbJK4cdaUvHq9BQQFBjIgfwYxhM/jrEX/l8lGXN+rZx3UeR+ewzuSX5fNd8ndtMNOO76PtH1FhKxgZP9InwTZw//N9+MiH+e3A31JpK7n727uZvXK2/szvABRwa+eOGpyIMbA+JY+0PHUrFREREUctAyZ73xhj+uIu48xq7BhgLJDc0DFjzLvGmJrHJgKp1trSum5irS211uZ5X0B+Xef5m/OGnEeIK4QNWRv4Ke0np6cj0ub+veHfPLTkIQAuGXEJr5/6OsPih/n0Hn1j+vLkMU/yxqlvMK7zOEoqS3hpzUtc+MmFHP/O8Ux4cwKnzz2d8z46j605W4kPjeeRIx/BFeDy6Tx8zRXg4uR+JwPwyY5Pmjz+v5v+ywM/PMC7m99lw94NlFd1mEbQzWKtZe6WuQCcNegsn17bFeDivsPu45IRlwAwa9Us/vjNHymtrPN/adJOKODWziVEhjC6h/vbjUWblOUmIiIijloMxBhjLvK8vxNYYK2tNMZEG2P2KwUF5gFHGGOONcYE4t6T7bNGHFsNPGWMmWSMOR14AJjVSs/lmLjQuOqN2F9d96qjcxHxNWstxRXFBzz+xvo3eGTpIwBcNvIybhl/S6P2amuusZ3H8uopr/L3Y//OlG5T6BHZA5dxUV5Vzq68XWzP3Y7B8MhRj5AQltBq8/ClU/u6S9EXJi2kqLyogbN/9daGt3jgxwf47+b/ct8P9/G7j37H5H9PZsb8GTy05CGWpiytzvxrS9ZaXlv3Gpd+ein/Wvsv9hTsabN7r81cy7bcbYS4Qjil3yk+v36ACeDWCbdy75R7CTSBfLLjEy777DIyizMbNT6/LJ/Hlj3GxZ9czHtb3lOwzg9oD7d6tIc93ACe+mIzf/9yC6eO7MrsC8Y7PR0REZGD3sG6hxuAMea3wFu4M8hcwNHW2nXGmJ3ATdba9+sYcy3wNJALFAKTrLVp9R3zBO+eB84F0oHXgYestRWNnGe7WOcB7MrbxRlzz8Bief/M9xkQO8DpKYm0SHlVOZ/u+JRX1r3CluwtDOs0jBP7nMgJfU6gX0w/AF5b9xqP//Q4AFeOupLrD7l+nw3n20pFVQXpRekkFySzp2AP3SO7N7mjqZOstUydO5Xd+bv525F/47T+pzU4ZsGuBdyy8BYslhP7nEheWR7rM9eTX75vYnCPyB6cOeBMzhx4Jt0ju7fWI1Qrqyzjvh/uY962eft8PiZxDKf2O5WT+pxEYnid23j6xAM/uAOQU/tP5ZEjH2m1+4C7E+/NC28mryyPbhHdeO745xgcN7jOc621fLj9Q5786Un2luyt/rxTaCd+N+R3/H7I79tNgLi9aOw6TwG3erSXhdiKX7I5a9b3RIUEsvzPJxLkUuKiiIiIkw7mgBuAMaYHMAH43lrbqBR8Y8xAYBiwqPbPrL5jLZhju1jned309U18+cuXTBs0jfsOu8/p6Yg0S1F5Ef/b8j9eX/86qYWpdZ4zMHYgg+MG8/GOjwG4avRVXDf2OkeCbR3FM8uf4cU1L3JMz2N49vhn6z13RfoKrvz8SkorS/nd4N/xp8l/whhDla0iKT+JtZlrWZq6lM92fkZBeQEABsOh3Q7llL6nMDZxLP1j+/s8EzGrJIubvr6JFekrcBkX04dNZ1PWJpalLsNiq+cxMmEkE7tO5NCuh3JI50MIDwrf5zpVtoqMogxySnMYEDug0d2fiyuKOe6/x1FQXsBLJ73EpG6TfPp8ddmZu5M/fPUHduXtIiwwjMO6H8bErhOZ0GUCg+IGEWAC2Ji1kYeWPMSK9BUA9I3uy8l9T2betnmkFKYAEBgQyGn9TmNSt0kkhCXQOawzieGJRAe7/9+XUZzBL3m/8Ev+L/yS9wsZxRn8fsjvGZ04utWfsb1SwM0H2stCrLLKMvGvC8gqLGPOzMlM7h/f8CARERFpNQd7wK09aC/rPK+V6Su58JMLCQoI4vNzPle2grQrxRXFvLL2Ff694d/klbn/SIwPjeeC4RdwYp8TWZa6jAW/LGBJyhIqqn5NUr1mzDVcO/Zap6bdYWzN3spZ884iMCCQhb9beMCGC9tzt3PhxxeSV5bHMb2O4eljnj7gPnXFFcV8+cuXvL/1fZakLNnnWGRQJKMSRjGm8xhGJ4zmkM6HEBkc2aL5/+GrP5BckExUUBSPH/M4h3U/DID0onS+2PUFn+z4hFUZq/YZFxgQyKiEUfSN7ktqYSp7Cvewp2BP9V50wzoNY/YJs4kPa/j354+2f8Rd39xFj8gefDzt41Ytba4ptzSXWxfeypLUfX/GMSExDIkbwk9pP1FlqwgLDOOq0Vdx0fCLCHIFUVFVwZe/fMmb699kZcbKOq8dHBCMK8BVZ1l3z8iezPvtPIJcde0EIQq4+UB7Wojd/J+VzF2RzNVHD+DOU4c6PR0REZGDmgJu/q89rfO8Lvj4AlZlrOLKUVdyw7gbnJ6OSKN8k/QNf13yV5IL3L1Q+kT34eIRF/ObAb8hxLVvU+G8sjwW7V7EN0nfMKbzGGYMm+HElDukafOmsSV7C/cddh/TBk3b73hGUQYXfHwBewr3MDpxNC+d9BJhgWGNunZyQTIfbvuQpalLWZu5dr8Ajsu4GB4/vN7Ms7oUlBXwY8qP3PPdPRSUF9ArqhfPHf8c/WP613l+amEqS1OXsiRlCctSl1VneNXmMi5cxkVZVRl9o/vywokvNFgSe8VnV7AkdQnXjrmWa8Ze0+DcfanKVrEmcw3LUpfxU+pPLE9fvs/P+OS+J3PbhNvoGtG1zvFrMtYwd+tckvKTyCjOIKM4g9zS3OrjASaA7hHd6R3dm15RvViwawF7S/Zy16F3MX3Y9FZ/vvZIATcfaE8LsQ9WJnPjnJUM7RrFpzcd5fR0REREDmoKuPm/9rTO81qwawE3L7yZ6OBovjjni0b9wirilPSidB5Z+ghf7PoCgK4RXbl1wq2c2PtEv+/u2RG9tOYl/r7870zqNomXTnppn2PZJdnM/GImG7M20ie6D2+c+gZxoXHNuk9FVQVbc7ayKn0VqzNXszxtOUkFSfucE2gC6RnVk9iQWGJDY91/DYklKCCIPYV72J2/m6T8JLJKfm1wPb7LeJ4+5mliQ2MbNQ9rLUkFSSxLXUZaURrdIrrRI7IHPSJ70Dm8M0n5Scz8YiYphSl0DuvMCye+wMC4gXVeK7kgmVP+dwoGw6dnf9om+9XVp7yqnPV717M2cy1DOw1lfJem7+NeVllGZnEm5VXldI/ovk8m2383/ZcHfnyATqGdmH/W/BZlJ3ZUCrj5QHtaiGUXljHuwS+wFr6/8zi6xzbu2wgRERHxPQXc/F97Wud5VVZV8pv3f8Mv+b9w/SHXM3P0TKenJLKfyqpK5myaw7MrnqWwvBCXcXHBsAu4duy1ChI7aHf+bk577zQCTABfnvslCWEJVNkqPtj6AU/8/AS5pbl0Cu3Em6e9Sa+oXj69d0pBCsvSlrE0ZSnLUpexp7DxnUXjQuI4rf9p3Dr+Vp+XN6YVpnHVF1exLXcb0cHR/OP4fzC289j9zpu1chazV81mcrfJvHjSiz6dgz8qrypn2gfT2Jm3k6vHXM11Y69zekp+RwE3H2hvC7Fps75j+S85PDxtFOcf2tvp6YiIiBy0FHDzf+1tnec1f/t87vzmTiKCIph/1vxG7T0k0lb2Fu/lj4v/WL3f1OiE0fx5yp8Z0mmIwzMTgBnzZ7A6czV3Hnonh3Y9lAd/fJDl6csBGBQ3iIePeLhN/ll5O77mlOaQU5pDbmku2SXZlFaW0i2iG72ielW/Wju7Krc0l2u/vJbVGasJCwzj/sPuZ0TCCGJCYogMct/7lP+dQkphSqO7vHYEX+z6glsW3kJYYBgf/z979x0eZZX2cfx70kNIAoEkQOi99yJdUEQBxd57L7iW1V3X1V139VV37b1314IFREGajar03ntNIATS22TO+8eThFACSZhkZpLf57rmmsxT78mTcuZ+zrnPhVNUN/QoSrh5gL81xF7+aSPPz9jAWR3jefva3t4OR0REpMZSws33+Vs7r4jburli8hWsObCGy9pdxiOnPeLtkEQAWLF/Bff/ej9JWUmEB4XzQO8HuLjtxVVWXF5O7tM1n/Kfhf8hJiyGtNw0XNZFeFA4d3W/iys7XElwQM0skJ+Vn8X9v97P3D1zj1geYAKICI4gPS+dyOBIfr70Z8KCwrwUZdWy1nLVlKtYmbxS/2uOo6ztPP31q0aGtYsDYO6mZPJcbi9HIyIiIiKeFmACeKD3AwB8veFrtqZu9XJEUtNZaxm/fjzXT72epKwkmkc15/PRn3Npu0uVbPMxI5uPJMAEkJKTgsu6GN5kON+N/Y7rOl1XY5NtALWCa/HK8Fe4ov0VNIhoUDxZhNu6Sc9LB+CCNhfUmGQbgDGG+3rdBzj/a7albvNuQH5KPdxOwN/ufLrdlr5P/kRyRi6f3dyPAa3V7VNERMQb1MPN9/lbO+9o434ax2+7fmN4k+G8NPwlb4cjNVSOK4cnfn+C7zZ/B8CZTc/k8YGPq8i6D3t+0fMsSFzAbV1vY1jTYd4Ox2flFuSSlptGam4quQW5tI1pWyOTknf9dBezds3irGZn8dzpz5VpH5fbRbYrm1pBtartBCllbecFVV1IUtkCAgxD28byzZJd/LJ+nxJuIiIiItXUfb3uY/bu2fy882eWJC2hZ3xPb4ckNUyOK4cbp93IyuSVBJgA7ul5Dzd0ugFjjLdDkxO4v/f93g7BL4QGhhJbK5bYWrHeDsWr7ul5D7N3zWb69ums3L+SLrFdSt12d8Zuvlz/Jd9u/JbU3FQAagXVonZwbWoF16JOaB0GJAxgVItRNItq5pH4JmycwJfrvyQkMISI4AhqB9emdkhtagfXJqF2Ape3v9wj56ko9XA7AX+88/nDij2M+2wpreNqM/P+od4OR0REpEZSDzff54/tvKM9Nu8xvtn4DV1ju/LpOZ8q0SFV6j8L/sOnaz8lOjSa54Y+R7+G/bwdkohUgr/P+TuTNk+iY72OXNH+CppFNaNpZFNiwmIAmL93Pp+v+5zfdv6GpWz5pY71OjKqxShGNh9Jg4gGFYrr+83f8/Cch0td3yGmA+PPHV+hY5+MJk3wAH9siKVm5dPj8em4LUwaN5Cujet4OyQREZEaRwk33+eP7byj7c/az+gJo8l2ZfPs0GcZ2Xykt0OSGmL+nvncOuNWAF474zWGNB7i5YhEpLLszdjLmAljyHPnHbG8qOfavqx9xcv6N+zPFe2voF/DfmS7ssnKzyIjP4PM/Ex2pu9k2vZp/L7ndwpsAQAGw8CEgdzb895yzZA7b/c87vrpLlzWxWXtLuO0hqeRkZ9BRl5G8fnqh9fnuk7XeeabcBQl3DzAXxtif/p8KZOW76FtfG0mjRtEWHD1HDctIiLiq5Rw833+2s472uvLXueN5W/QJLIJ3439juDAmldjSKpWam4qF066kH1Z+zR7oUgNsWL/CiZtnsT2tO1sT9tOYmZicW+2iOAIxrYay2XtL6NldMuTHislJ4UZ22YwZesUluxbAjiJt/Nbn8+4HuOIqxV3wv3XHFjDDVNvIMuVxTktzuHpwU9X+QQtSrh5gL82xFIy8zjrhVkkZ+Ry25CW/G1UB2+HJCIiUqMo4eb7/LWdd7Ss/CxGTxhNcnYyf+3zV67ueLW3Q5Jq7i+z/sKPW3+kWVQzxo8ZT63gWt4OSUSqWG5BLjvTdrI/ez9dY7sSERxRoePsSNvBy0tfZtq2aQCEB4VzXafruKHTDcf927IzfSfXTLmGAzkH6NegH6+f+TohgSGn9F4qQgk3D/DnhtjMNUnc/PEijIHxt/WnT/MYb4ckIiJSYyjh5vv8uZ13tPHrx/P474+TUDuBKRdOqfI7/VJzTNkyhb/O/iuBJpBPzvnkhAXURUTKatm+ZTy36DmW7V8GQExYDP0a9KNz/c50ie1C+5j2ZLuyufbHa9metp12ddvx4dkfem1GZCXcPMDfG2IPfrWcrxbvomlMLX68ZzARoZqUVkREpCoo4eb7/L2dV1K2K5vh44eTkZ/Be2e9R9+Gfb0dklRDiZmJXDjpQtLz0rmz253c0f0Ob4ckItWItZaZO2bywuIX2Jm+84h1gSaQ2iG1Sc1NpVFEIz4Z9clJh55WprK283T7qxr7x7kdSagTzo6ULJ6cstbb4YiIiIhIJQgPCuecFucAMGHTBC9HI9WR27p5ZM4jpOel06V+F27uerO3QxKRasYYw4hmI/hu7He8PeJt/tTjTwxrMoz64fUpsAWk5qYSHRrNGyPe8GqyrTzUw+0EqsOdz3mbkrny3T8A+OjGvgxtG+vliERERKo/9XDzfdWhnVfSiv0ruGrKVYQGhvLLpb8QGRLp7ZCkGnll6Su8veJtwoPCGT9mPM2jm3s7JBGpIay1JGUlsfbAWlrXbU2TyCbeDkk93MQxoHV9rh/QHIC/fL2c1Kx87wYkIiIiIh7XpX4XWkW3Ircgl6nbpno7HKlG3l7xNm+veBuAh/o+pGSbiFQpYwwNIhowrOkwn0i2lYcSbjXAX89uT8v6ESSl5fLCzA3eDkdERESk+tu7HBZ/BAc2V8npjDFc0OYCACZunFgl55Tq78NVH/LK0lcAuK/XfVzY5kIvRyQi4j+8knAzxnQ2xiw0xhw0xjxjjDFl2GeoMWatMSbZGHN/OdZ9b4yxJR4zPf1+fF14SCCPjukIwMRlu8lzub0ckYiIiEg19/P/wfd/gi2/VNkpR7ccTZAJYkXyCjYfqppEn1Rf/1v7P55b/BwA47qP48bON3o5IhER/1LlCTdjTCjwPbAY6A10BK4/yT6xwCTgc6A/cJUxZtjJ1hXqBXQB6hY+xnrw7fiNwW3qU792CIey8pmzab+3wxERERGp3uI6OM/7qm7iqvrh9RnceDAAEzdNrLLzSvXz5boveXrB0wDc2vVWbut2m5cjEhHxP97o4XYOEA3cb63dDDwM3HSSfa4C9gKPW2s3Av8usU+p64wxjXEmhlhlrT1U+Mj0+DvyA0GBAYzp2giA75bt8XI0IiIiItVcfCfnOWlNlZ72gtbOsNJJmyeR71btXim/CRsn8MQfTwBwQ+cbGNd9nJcjEhHxT95IuHUDfrfWZhW+XoHTy+1k+/xsD0+pugDoWYZ1fYBAY8wuY0ymMeYLY0zd0k5ijAk1xkQVPYBqNb3T2O5Owm366iQyc11ejkZERESkGivu4bYGipuplW9Q40HUC6tHSk4Kc3bNqbLzSvXgcruKe7Zd3eFq7ut5H2Wo/iMiIsfhjYRbFLC16EVhoqzgRImwo/cB0oCEMqxrhzN0dSTO8NXmwJMnOM/fgNQSj10nfiv+pXuTOjSrV4vs/AJmrk3ydjgiIiIi1Vf9tmACIecQpO+tstMGBwRzbqtzAZiwaUKVnVeqh13pu8hyZREWGMaDfR5Usk1E5BR4I+HmAnKPWpYD1CrHPiW3L3WdtfZpa+051trV1tq1wF+Bi09wnqdwhrsWPRqf+K34F2MMY7tpWKmIiIhIpQsKhXqtna/3Ve2w0vNbnw/ArF2zSM5OrtJzi3/bnOpMttEiugUBxivz64mIVBve+CuaAsQetSwSyCvHPiW3P9G6ox0C6hdO3HAMa22utTat6AGknyAmv3Re4bDSWRv2k5J5om+5iIiIiJyS+MKqKVVcx61VnVZ0je1KgS1g8pbJVXpu8W9bDm0BnJ8hERE5Nd5IuC0ETit6YYxpDoTiJM7KtA/QHdh9snXGmK+NMSXX9QESrbVH97CrMVrHRdKpURQut2Xyyqob3iAiIiJS48QVJtyquIcbHO7lNmHjBGwV1pAT/1bUw00JNxGRU+eNhNssINoYc23h64eAmdbagsLJCoKPs88kYJAxZpgxJgh4AJhWhnUrgBeMMf2MMWOAx4HXK+l9+Y3zuzsl7iYt232SLUVERESkwryYcDu7+dmEBYaxOXUz6w+ur/Lzi38q7uEWrYSbiMipqvKEm7XWBdwKvGmMScKpqfZQ4eoVwOjj7JMM/BknkbYX6Aw8cbJ1ODXZ1gAzgBeBNwqX1WhjujXEGFi47SC7DmadfAcRERERKb+imUr3rwd3QZWeOjIkktMaOQM9Zu+aXaXnFv9U4C5gS6qGlIqIeIpXKmFaaycCbXASbx2stasLlzcvXHe8fV4HOgI3Al2ttUknW2etzbfW3mStjbLWtrbW/rsw4VejNYwOp1+LGAC+X65hpSIiIiKVom5zCAoHVw6kbK3y0w9OGAzAnN1zqvzc4n/2ZO4htyCXkIAQEmoneDscERG/57WpZ6y1u62131lr95djn03W2u8LJzQo8zo51tjCYaXfaVipiIiISOUICIS49s7X+1ZX+ekHJQwCYPn+5aTlqYksJ7b50OEZSgMDAr0cjYiI/9NczzXUqM4NCQ40rEtMZ12iGmAiIiIilaK4jtvaKj91o9qNaBndkgJbwPw986v8/OJfihJuLeu09HIkIiLVgxJuNVR0rWBObxcHwKRle7wcjYiIiEg1VZRwS6r6Hm5wuJebhpXKyRTXb9OECSIiHqGEWw02tnsjAL5btge3W9PFi4iIiHhc0cQJXujhhiuPQQ36AjB391ysVXtPSlfUw00TJoiIeIYSbjXYmR3iiQwNYvehbH7dsM/b4YiIiEg1YIzpbIxZaIw5aIx5xhhjyrDPUGPMWmNMsjHmfk+s8xnxnZznlM2Qn11157UWPr2QXh9eTLgJZH/2ftYfXF915xe/4rbu4h5uGlIqIuIZSrjVYGHBgVzRrykAb/62xcvRiIiIiL8zxoQC3wOLgd44s8hff5J9YoFJwOdAf+AqY8ywU1nnU2rHQ3hdsG5I3lB15925ALbNJqQgj76ZGQDMWfZ+1Z1f/EpiZiLZrmyCAoJoEtnE2+GIiFQLSrjVcDcMbE5woGHB1hSW7Tzk7XBERETEv50DRAP3W2s3Aw8DN51kn6uAvcDj1tqNwL9L7FPRdb7DGIgr7OWWtKbqzrvkI+e5yWkMcocCMGfDBPjsMkjZWnVxiF8oGk7aPKo5wQHBXo5GRKR6UMKthmsYHc553RIAeHvWZi9HIyIiIn6uG/C7tTar8PUKnF5uJ9vnZ3u4wNgCoOcprjuGMSbUGBNV9AAiy/qmTllxHbcqSrhlH4JV3zpfj/g3g66YCMCysFDSN06D1/rBss+qJhbxC8XDSaM1nFRExFOUcBNuHeL8Y526KpFtyZlejkZERET8WBRQ3H2qMBlWYIypW9Z9gDQg4RTXHc/fgNQSj10n2Naz4gtzjlWVcFv5FbiyIbYDNOlL45g2NI9qToEx/N68FxTkwnd3wfofqyYe8XmaMEFExPOUcBPaNYjk9HaxuC28O0e13ERERKTCXEDuUctygFrl2Kfk9hVddzxP4Qx3LXo0PsG2nhVXlHCrgplKrYXFhcNJe13nDGkFBiUMAmBO64HQ/SqnptxXNzi13sTrcgtymbZtGnfOvJOLJ13M3oy9VXr+zalOwk0TJoiIeI4SbgLAbUOcu1lfLdrFgYyj28kiIiIiZZICxB61LBLIK8c+Jbev6LpjWGtzrbVpRQ8g/QQxeVbRkNK03ZB9sHLPtWcJJK2EwFDoelnx4sEJgwGYs2cudsyL0OYspxfcZ5fC/iqczEGKWWtZlbyKJ35/guHjh/PAbw8we/ds1h9cz+Stk6s0ji2HnJvuraNbV9l5RUSqOyXcBIDTWsbQtXE0uS43H8/f7u1wRERExD8tBE4remGMaQ6E4iTHyrQP0B3YfYrrfEtYNEQVdqjbt65yz1XUu63jWKgVU7y4V4NehAeFsy9rHxvStsIlH0JCLycB+OmFkFa1Papqug0HN3DZD5dxxeQr+HL9l6TlpRFfK57e8b0BWLZvWZXFsi9rHxn5GQSaQJpFNauy84qIVHdKuAkAxpjiWm4fz99Gdl6BlyMSERERPzQLiDbGXFv4+iFgprW2oHCyguNNfzgJGGSMGWaMCQIeAKad4jrfU1zHbXXlnSM3HVZ943zd67ojVoUGhtKnQR8A5uyeAyERcOV4iGkFqTvhfxdDTmrlxSbFJmycwFWTr2JtylpCA0MZ1WIUb414i2kXTeO+XvcBsGz/Mg7PB1K5ioaTNo1qSnCgZigVEfEUJdyk2NmdGtA0phYHs/L5avFOb4cjIiIifsZa6wJuBd40xiQBF+Mk3cCZsXT0cfZJBv6MkyzbC3QGnjiVdT6peKbSSqzjtuobyMuAeq2h2cBjVg9s5Cybs3uOsyCiPlzzLdSOh6RV8OnFkLiq8uKr4bJd2Twy5xH+Me8f5BTkMLDRQKZfPJ3/DPkPAxoNIDAgkA4xHQgJCCE1N5VtaduqJK6i4aStojVhgoiIJynhJsWCAgO4eXALAN6dvZUCd9XcVRMREZHqw1o7EWiDk3jrYK1dXbi8eeG64+3zOtARuBHoaq1NOtV1Pieuk/OcVIkzlRYNJ+15eLKEkorquC3bt4yMvAxnYd3mcNVXEBIJuxbAmwPhq+srf+hrDbMldQtXTr6S7zZ/R4AJ4E89/sTrZ75OTFjMEdsFBwbTuX5nAJbvX14lsW06tAmo5AkTCvJh+iPw7pnw+gB4qTs82xaebAzPdYA1kyrv3CIiXqKEmxzhkl5NqFsrmB0pWXyxcIe3wxERERE/ZK3dba39zlq7vxz7bLLWfl84oYFH1vmU4h5ua5yZRD1t7wpnwoSAYOh+5XE3aRLVhGZRzXBZF99s/IY1B9aw5dAW9kTGknLddxR0PN/ZcPUEeP00+OYWOLDZ87HWINZaJm6ayOU/XM6mQ5uoH16fd896l1u63kKAOf5HsW5x3QAP13FbNwV++y/kZR6zaktqFfRwm/0czHsFdi10hlUf3AoZSZCXDul7YPy1sPC9yju/iIgXBHk7APEt4SGB3DSoBc9O38DfJ6wiLdvF7UNbYo5zl1REREREyqh+WzCBkHMI0vdCVCPPHn9JYe+2DmOcoaKlGJQwiO1p23l20bPHrGsR3YJ3b/iBuPlvwrofYOV4Z5jqleOhzZmejbcG2Je1j3/N/xezds0CoG+DvvxnyH+oH1769QHoHtsd8GAPt6Q1MP4acLuc63rFF8U/f9ZaNh9ykqqt6lRSwm3PUpj1jPP1Gf+ERt0hOAKCw51agvNehsUfwuT7IXM/DP3rcXtoioj4GyXc5Bh3nN6a5Iw8Ppy3jf9MXce25EyeuKAzwYHqECkiIiJSIcFhUK8VJG9werlVJOGWkwq/PAnb5kB4XYiIdR61Y2HFV842Pa874SGuaH8Faw6sISUnhWxXNjmuHHILcsktyGVr6lbuX/0WH1zyIcFJq2Haw7B9Liz+QAm3crDW8sOWH3hqwVOk56UTHBDMXd3v4vpO1xMYEHjS/bvFOj3cNh3aRFpeGlEhURUPxu2GH+51km0Ae5fD28Pgis8hoScHcg6QlpdGgAmonBlK83Ngwh3O+TtdAIPvP3abMS86dQR/+w/8+pTT823Us1CG75WIiC9Twk2OERhgeOy8TrSoH8G/vl/Nl4t2sutQFq9f1YvocM1cJCIiIlIhcR2dhFvSGmhdzgTWuskw+QFn+F1p6jaHFkNPeJhmUc34+JyPj1m+I20Hl0++nOX7l/P0gqd5tP+jMPxR+OBsZxigtep1VAbJ2cn8e/6/+WXnLwB0qteJJwY+Qeu6rct8jHrh9Wga2ZQd6TtYsX8FgxIGVTygJR/Bzj8gpLZTq++H+2H/WvjgHDj/DTbXSwCgce3GhAWFlX6cg9tgySfQ9TKIbVv28//6pHO+iDgY9dzxtzEGhj3sJI+nPAiL3nd6up37svNzV5ALrlwoyIOAIOfnXMk4EfEDSrhJqa4b0JwmMeHc/dlS5m46wEVvzOOD6/vQJKaWt0MTP7Y+MZ3vl+9h64FMHh7VgYQ64d4OSUREpGrEdYQ1E8s3U2l6Evz4IKz5znkd0xKG/d35OmOfk5jI3Of0fut9EwRUbERC06imPD34acb9NI7xG8bTuX5nLmg20klwZCRB6i6o06RCx64p1qes59YZt5KSk0JQQBB3druTGzrfQFBA+T9ydY/rzo70HSzbt6ziCbf0JJj5T+fr4Y9AswFw03T45ibYOB2+voHNPS8ETjJhQtJq+OQC5+dgwTtw+f+gxeCTn3/H7zD3Zefrc1+CiHon3r7vLU7S7dtbYO33zuN4gsIhviPEd4YGXZznhJ4QFHrymEREqpASbnJCw9vH89XtA7jxw4Vs2pfBxW/O48d7hhATEeLt0MSPbEvO5IcVe5i0fA8bkjKOWP7NHQMIC9ZdShERqQHiOzrPW2dB4konWVCaAhcs+xRm/MNJpplAGPgnp75VcOXcrBrSeAh3dr+T15a9xuO/P06bum3oHN8Z9i6D3YsqlHDLL8gnwASUaSilP1tzYA23zriV1NxU2tRtw1ODnqJdTLsKH69bbDcmbZ7Esv3LKh7UtIedn52G3aHvrc6ysCinhtuMf8D8V9my/ReIiqRVWNzxj7FrEXx6kVN7MDAEclPh0wvh/Degy8WlnzsvEybcDljofhW0H1W2mDudD7Vi4OubnEQyOD/7QaHO+V254MqG3YudR5HwutD1cuh5DcR3Ktu5REQqmbGVMUtSNWGMiQJSU1NTiYo6hdoJ1UBiag5Xvvs7W/ZnMqJjPG9f00sTKchJrUtM49GJq1i47WDxspDAAIa0jWXpjoMcyMzj4l6Neebirvp5EpFqJS0tjejoaIBon589s4bySjsvMxle7Q3ZBwEDPa5yhm1GNji8TW66M3Tv9zcgtXDG+Ibd4bxXoGHXSg/Rbd3c88s9/LrzV+JrxfNlWHvqLf4E+o+Dkf9XrmMtTlrMfb/ch8UysvlIRrUYRfe47qXOzumvViWv4tYZt5Kel07X+l15Y8Qbp1Z3DdhwcAMXTbqIWkG1mHvF3PL3kts000mUmQC45Wdo1OPYbZZ8zA0L/49FYSE8eTCTc4c8Bj2uOTx0eMtv8PkVkJ8JjfvApZ/Aj3+BtZOc9Wc+BgPvPf5Q48kPwMJ3IKox3DkPwqLLF3+BC9z5TpKtZLLWXQApWyFxBSStgsRVzuy8mSUmRE7oBT2vhc4XQWhk+c4rIlIGZW3nKeF2Akq4HWn1nlQueG0eeQVunrygC1f2a+rtkMRHuQrcvPnbZl76aSP5BZbAAMOAVvU4t1sjRnZqQHR4MPM2JXP1e3/gtvB/F3Tmqn6VUKjXz1lrycorICPXRWaui0Z1wr3WGzDP5WZ9YjodG0URGKDkqMjJKOHm+7zWzju4DWY+BqsnOK+DI2DgPU5voSUfw6IPnF5EALXqO0Xm+94GgVU3MCU9L50rJ1/JtrRt9I5oymur51KrcV9nOGIZTds2jYdnP0yeO++I5Q0iGnBOi3MY03IMbeuWoxaYj1q+fzm3z7idjPwMesT14PUzXqd2SO1TPm6Bu4BBXwwiIz+Dr879ivYx7cu+c14WvH4aHNoOp90JZz9V6qZDPx9ISl4aX+zeS6e8fGg5DM572emB+dUNTv20FkPh8s8gtLYzCcP0R+D315wD9L4JRj3jJJH3r3MeiauciTYArpkIrYZV/BtRFu4C2PyzU69u/Y+HJ4gIDIXmA6HVGU7NxNh2qkMoIh6hhJsHKOF2rHdnb+GJyWsJCw7gh7sH0zru1BsU4rustexLz6VurRBCgsp2N3pDUjoPfLWcFbucDwtndojj8fM70zD62OEvb/62mad/XEdwoGH8bf3p0bSuR+P3Nwcycnntl83MWJtIalY+Gbku3CX+RNcODeKczg04v0cCp7WsV6bEV05+AT+t3ceEpbvIyXdz0+AWnN42tsw9ClMy8/jsj+18PH87+9JzGd21Ia9c3oMAJd1ETkgJN9/n9Xbejj9g+t+dCQmOVq8NDBjnFKivpOGjJ7Pl0BaumHwFWa4sABq5CmjRZDAt67aiZXRLusd2L3UigE/WfMIzC5/BYhneZDiXtLuEqVun8tOOn8jIP1xa4s+9/sz1na+virdTKZYkLeHOn+4kMz+TXvG9eP2M16kV7Llax7fNuI15e+bx9x73cvm6Wc7PQsth0PJ0iIwvfceZ/4I5z0NUAtz1R6m9vFJyUhj65VAMhj9a3UD4r0+DK8dJArtywBZAu9Fw8fvOLLslzX/dGbKKdSZkyMs49gR9bobRpUyUUFky9sHyL5zk9YGNR66LSoDWZ8CQB6GOOg6ISMUp4eYBXm+I+SC323Lt+wuYsymZzglRfHvHwDInYsR/WGv5ed0+Xvl5E8t2HiIwwNCifgRt42vTJi6Sdg0iiYsMLbxJaDAGDDB/ywFenLGRvAI3UWFBPHZeJy7okVBqcsdayx2fLmHq6kQaRofx/d2DqF+75hW8zcx18e7srbwzewsZua5j1gcYCA0KJDu/oHhZfFQoY7snMLJTPLG1w4iuFUxkaBABAQZrLUt3HuKbxbv4fvke0nKOPOaAVvX42zkd6NK49OEd6xPT+WDuViYs3U2uy33EunHDWvPAyIrXpfGWnPwClu88hMVJXtYKCXSeQ4MICQzAbS0FbkuBtbjdTs/MyDDNzCwVo4Sb7/OJdp61sPpbmPGYM3y02UAYcDe0GVnhyQ88adauWfxr3r/Yl73vuOs7xHRgbOuxjGoxirphdXFbN88uepZP1nwCwOXtLuehvg8V12/LLchl9q7ZTNo8qXgWzwd7P8i1na6tmjfkQUv3LeW2GbeR7cqmX4N+vDz8ZY8m2wDeWPYGry9/ndEmmqe3rDxyZVwnp+dYfCcnyZS2G9L2OM97VzjJsss/g/ajSz3+osRF3DDtBhJqJzD1oqlwYDN8Nw52zHM26Ho5jH2t9N6Va76Db25xesEB1GkGse0hrr0zDLrjWO/NJmqtMyPwppnOY9vcw3HGtofb51Zpr1ERqV6UcPMAn2iI+aCktBxGvjiLQ1n53D60FQ+dU44u7uLT3G7L1NWJvPLzJtburfjnw+Ht43jqwi7ER51gevlC6Tn5jH1tLlv2Z9K/ZT0+uakvQYHe/5BRFfJcbj5fsINXft5IcoYz5KZLQjT3nNGG5vUjiAoLonZYEOHBgVgLi7YfZMLS3UxecWwSDZzEXGRYMMGBASRn5BYvbxgdxoU9E8hzuflo3nbyCpwE2tjujXjgrHZEhgWxZm8a6/ams3ZvGmv2prF6z+Hr37VxNDcObEF2fgF/+9Zp8D93STcu6tW4Mr89HpGalc8v6/cxfU0iv63fT2Zewcl3KuH87o144oIu1A5Vo1zKRwk33+dT7TxXHqTvhbq+WV7h4KcXsGXnXLb0vJwtdRPYdGgTi5IW4SocuhcUEMTQxkMpsAX8uvNXAO7rdR83dLqh1Jtury97nTeWvwHAX/v8las7Xl0Vb8Uj9mbs5fLJl5OSk0L/hv15afhLhAd5vifivD3zuG3GbSTku5i69wD0vtFJhu1dfvKdu14OF75V6urNhzbzj7n/YEXyCoY0HsJrZxQOEXW7YfnnkJ9VtllvM5OdGWzrt4GQiHK8uyqWlwXb5zozoGYfdHre9bnZ21GJiJ9Sws0DfKoh5mOmrkrk9k8XYwz87+Z+DGhV39shySmauiqRZ6evZ9M+Z0hAREggV/dvxk2DWlDgtmxIymBjUjobktJZn5RBalYeFucGosXidkNEaCC3DG7Jxb0al2sShI1J6Yx9bS5ZeQWc2SGOC3o0ZlCb+kSHV23vImste1NziI0MJbiSkn65rgJ+35LCz2uTmL4mib2pOQA0r1eLB0a2Y1TnhicdrpnrKuCXdfuZuHQ3S3ceJDU7n5z8I3uhhQUHcE7nhlzUszH9Wx0efrozJYvnpq9n4rI9gJOkcx/n30CAgbM7N+DGgS3o1axu8fX879R1vP7rZoIDDf+7+TT6tog51W+Jx6Vm5zN5xV6mrNzL71sO4CrxBmMjQ4kMCyIrt4DMPKc23vHef0kt60fw6pU96dhI/wek7JRw831q55XDr/+BX5+ELpfCRe8AcDDnID9u/ZHvNn/HmgNrijcNCgjiiYFPMLpl6T2rwPmf++qyV3l7xdsA/K3v37iyw5WV9x48JNuVzXU/XsfalLV0iOnAR+d8VCnJNoCMHfMY8POtWGP4ufVNxA6811mReQC2/gqbf3HqtEU2dIZLRjWC6Mbk1o4juGF3Ao7Tuyy/IJ93V73LOyveId+dT62gWrx6xqv0adCnUt6Dz/njLWfih1r14O4lEF7H2xHJ8WQmO/UA962F5I0QUgvqty18tCn/JBwiHqaEmweoIXZif/t2BZ8v2EmDqDCm3juYOrVCvB2SVIDbbXluxnpe+2UzAJFhQdwwsAU3DGhO3Yiqu6Y/rNjDuM+WFr8ODDD0alaX09vFcmaHeNrGV94sU9sPZDJx6R4mLtvN1uRMIkIC6dsihv6t6jGgVX06NDy1iQL2pmYzZ2MyP63dx+yNR/ayql87lHvObMPlfZqcUpIv11VAanZ+ce231nG1TzgcctXuVJ6cspZ5mw8A0CQmnPYNoujQMIqODSPp3qQuDaKP7aHodlvGfb6EKSsTqVsrmAl3DqR5/cN3tNclpjFhyW5W7UllcJtYLu3dhJgq+DlyFbiZvTGZr5fsYsaaJPJKDINtG1+bER3jOatjA7okRB+R0LTWkutyk+tyExhgCDSGgAAINIZlOw9x9+dL2ZuaQ0hQAI+d24kr+jbRjLpSJkq4+T6188ph00/w6YVQtwXcs+yY1RsPbmTS5kms2L+Cu7rfRd+GfU98vKQ1sOJLbJuRvHxgAe+ueg+AR/o9wmXtLztpOKuSV/HMwmcY02oMl7S9pCLvqEKstfx11l/5cduPxITF8MXoL2hYu2HlnCwnDd4awkXh2WwIDeGFoc9zZvMRpW6e785n1q5ZfLPhG+bumUtkSCQ94nrQK64XPeN70qFeB9YcWMNj8x5j06FNAAxpPIRHT3uUBhENSj1utVOQD28McIabDrgbznrC2xFJkS2/wqxnYd8ayDpw4m1rx0OjnnDO01C3eVVEJ3IEJdw8QA2xE8vKczHm5TlsSc6kb/MYPr6pr9dmUJSKycpz8efxy/lxVSIAtwxuwd1ntCHKS3Wrlu44yOQVe/l1w/7innZFzu/eiIdHdSCuDMNUyyI1O5/vl+9hwtLdLN5+8ITbRocHM6xdLDcMbEG3JnVOuK21lh0pWfyxNYUFW1P4Y+sBdqZkH7FNXGQoZ3SIY3j7eAa3qe+13xtrLbsOZhNdK7hc1zw7r4DL357P8l2ptIyN4M2re/HLun1MWLqbdYnpR2wbEhTAmC4Nubp/M3o0qYMxhgK3Ze3eNBZuS2HhthSS0/O4uHdjLurZuNyJzX1pObw3ZyvfLt3N/vTDw2jbxUdyQc8Ezu7U4IiEYHkdzMzj/vHL+GX9fgDO69aIJy/UEFM5OSXcfJ/aeeWQfQj+Uzjc9cHNEHGKIxvePh32ODfZbFxHXmjajg8OLAbggd4PcE3Hawgwx78JNWvXLB747QGyXdmEBYYx7eJpxIR5prd1cnYyq5NX06l+J+qHH/se31v5Hi8ueZEgE8S7I9+lV3wvj5z3GNbCNzfDqq95vGETxocZrut4HQ/0eeCYTXem7eSbjd/w3ebvSM5OLvWQ4UHh5LhysFhiwmJ4qO9DnN387Jp5E2nDdPjsEggIhnELIKaltyOSTT/B55dDQYlZjes0g7gOTo+2/GwnSZq80Rl+XySyIVz9LcR3rPqYT1XyRti9GDqef+ykJOLzlHDzADXETm5dYhqXvDGf9FwXIzrG88ZVPWtM/S1/l5iaw80fL2TV7jRCAgN4+qIuXNjTd2py7UzJ4tcN+/ll3T5+Wb8Pa51C9/ee2YbrBjSvcG8wV4Gb//2xg+dnbCA1Ox9whk8ObF2fC3okMKJjPDtSspi/+QDzNx/gj60pR0xk0Ld5DDcPbsEZHeKLk0NFw0Rnrkni53X72H3oyARbgIHOCdGc3i6OMzvE0blRtN/P8rkvPYfzX53LnsIhsUVCAgMY1j6W3s1imLR8Dyt3pxav69QoipiIEJbuOHTcySHaxNXmgZHtOKtj/Ek/ABzMzOPN3zbz0fxtxcNpYyJCGNu9ERf1bEynRlEe+xDhdlvemb2F/05bT4Hb0qxeLZ66oAsDWmsovZROCTffp3ZeOb3aF5LXwxVfQruzK36cpDXwRn8wgRAYAq5sLPBc/Vg+inSGZvZt0JfHBjxGk8gmR+z67cZv+ff8f1NgCwg0gRTYAu7odgd3dr+z4uFkJjFzx0xmbp/J4qTFWCzBAcGc3fxsrupwFZ3qdwKcRN+4n8ZhsTx62qNc2u7SCp/zpJZ8ApPGgQlk0jmP8ve179M9tjufjPqkeJOMvAye+OMJJm+ZXLwsJiyGsa3HMrbVWDLzM1mStITF+xazJGkJaXnOn6HzWp3Hg70fpE5YncqL39dZ6/TY3PwzdDgXLvvU2xHVbFtnw/8udmbGbT8GhjzgDB0trSZgTpoz3PT7e5zecGF14KqvoYkfDIt2u52fuz/ehE0znGXtx8Cln/jERDlSdj6dcDPGdAY+AFoD7wJ/sScJxBgzFHgTiAWetNY+f6rryhCnGmJl8MeWA1zz/gLyXG4u692Epy/qUjPvlvmRVbtTuemjhSSl5RITEcJb1/SiT3Pfq8VVZMWuQ/zju9Us23kIcBIz/x7bmf6t6pXrOPM2J/OvSWtYn+T0wmoVG8FlfZowtntCqRM8uArcLN91iP/9sYNJy/YU1wNrXq8WF/ZszJo9accMEw0ONHRtXId+LWLo2yKGXs3qVsvZLtfuTePSN52Ee9/mMZzfI4FRXRocMbx8+c5DfPL7dr5fvueI2U4jQ4Po1bxu8c/d27O2FCdAezStw1/Pbs9pLY+9vuk5+bw7eyvvzdlanLTr2bQOtw9txbD2cZVWew9g8fYUxn22tLju3kU9G/P30R2qZMis+B8l3Hyf2nnlNPEuWPYpDHkQhj9S8eNMfwTmveJ8yBz7mlOgf+G72AOb+CyqNi/GxJBjnB5Z9/S8hyvaX4HB8ObyN3l9+euAkzQa0GgAD81+iOjQaKZfNL1cM4S63C4mbZ7EhI0TWLZ/2RHrGkY0ZG/m4R403WK7MbrlaF5e8jIZ+Rlc2vZSHu3/aMXf/8nsXw9vDQVXNpzxD3Z0u4TRE0YTHBDM71f+TkhgCOtT1vPn3/7M9rTtGAwDEgZwcZuLGdp4KMGBx7Y33NbN5kObCQoIokV0i8qL3Z/sW+sMLbVuuH4yNB/k7Yhqph2/wycXQn4mtD3bSTwFlbFdlZUCn10GuxZAcC0ncdr6jMqNt6JyM5y/dQvednrqAWDABDgzCp/+Nzj9obIfz5ULqyfC8s+gYTdn/+DKqSUpx+ezCTdjTCiwDpgGPAO8DHxtrf3gBPvEApuA54DPgS+AB6y1v1R0XRljVUOsjKatTuSOTxfjtnDXsFY8OFIzl/qidYlpfLlwJ58v2EFOvps2cbV5//o+NInx7DT2lcHttny1eCf/mbqelEynu/noLg35y9ntaFbvxEMGdx3M4qkp65i80mlA16kVzJ/PascVfZqUq0dmYmoOH87bxmd/bD9mllBnmGg8Z3aIY0Cr+oSH1Izh1fvScyhwWxpGn/if/MHMPH5YuRe329K7eV3aNziyLl5qdj5vz9rMe3O2FvdYqxcRQlhwIGHBAYSHBBIWFMim/RkcynISc50aRfHAWe04vV1slSX503LyeWbqej79YzvWOr3qHhndgQt6JOhGgxxBCTffp3ZeOS16H364D1qeDtd+V7FjFLjg+Q6QuQ8u/wzaF06sYC1s/Q0m3snOrCT+0bo7i3L3AdAzrieNIxszafMkAG7pcgt397gbt3Vz7sRz2Zm+k4f6PsRVHa466emttczZPYfnFz9fXMcMoHtsd0Y0G8GZzc6kUe1GrNy/ks/WfcbUbVOLZ2ItiuXds949blLLYz4cA9tmO9/nqydgjeH08aeTkpPCJ+d8wqZDm3h6wdPkFuTSIKIBzw59lm6x3Sovnursh/th0XvQoCvc+iscZ5IJqUS7FsPHYyEvHVoOgyu+KP/QyrxM+PIa2PyTM0T4wreh84WVE29FbZsDX98IGUnO65BI6HE19L0FdsyH7+5yll/2qdPj8kRSdzt/ixd/CFklhpDXawMXvAmNe1fKW5Bj+XLC7XzgfaCxtTbLGNMNeM1aW+ptBWPMvcDtQAdrrTXGjAUusdZeXdF1ZYxVDbFy+GLBDh76diUA/zy3IzcM1B00X5CR6+KH5Xv4YuHO4h5iAEPbxvLKlT28Vq+tog5l5fH8jA18+vt23NbpTXZd/+aMG976iJ5Vbrflj60pfLVoJ5NX7iXX5SbAwNWnNeP+EW1PaZKPzFwXXy3ayZxNyXRsFF1thon6gn1pObz880a+WLDziNlFS2odV5v7R7Tl7E4NvPY9X7z9IA9/u7K4t+TA1vV4+sKufpG8lqqhhJvvUzuvnBJXwpuDnA+LD22vWHJiwzT47FKoVR/+vA6OTlyt+ga+vhF3UDjjRz/G82veJ9vllGkIMAH8vd/fjxjKOX79eB7//XEaRjRk8oWTCQ4ovU2zPmU9zy16jvl75wMQHRrNTZ1vYlSLUcRHxB93n+TsZL7a8BVfrf+K2iG1+WDkB9QLL1/v+nLZvQTeGQYBQXDPcoh2Sn386ec/8cvOX0ioncDujN0ADE4YzJODnqzZQ0NPVWYyvNwTclOd3pY9yvQRUY7HWvj1KScBNvjPUOskI2f2roCPxkBOKjQbBFd95cxEWhGuPJhwG6z+FjBwxqPQ/+6y95SrKLcbjHEex2Ot05t35mNOL7Y6zeC0O6H7lRBW4n/Ojw/BH29AcATcPAPiOx17rF2LYO5LsG6ycyyAyEbQ5WJYMR4yEp3ecgPvdXrKBYV6+t3KUXw54fZPoJ+1dlThawMcsNaW+ltpjPkAyLbW3ln4uiHwk7W2Y0XXlXKeUKDkT2cksEsNsbJ79eeNPDvd6Sb70uXdGds9wcsR1VzWWl76aSNvz9pCVuFwx6AAw4iO8VzapwlD28T6dYJoXWIaT05Zx6wNTjH76PBg7h7emhEd45m0bA9fLd7FjpSs4u37tYjhsfM60aGhfpf9QUpmHvvSc8jOKyAn302Oq4Dc/AJqhQQxsHX9U5o11lPyC9y8PWsLL/+0kVyXm4iQQP55Xicu6dVYvd1ECTc/oIRbORW44OmmztCvO393ipmX1/jrYM1E50Pn2U8du95a+GAU7JgHnS9m99n/5vH5j7PqwCr+PeDfDG86/IjNc1w5jPxmJCk5KTw1+CnGtBxzzCEz8jJ4ZtEzTNg4obg+21UdruLmLjcTHRpd5tCttZX/t/3rG52kY9fL4cK3ihe/v+p9Xlj8AgCBJpC7e9zNDZ1vKHViCSmHuS/DjEedWS/HLToyESJlt/xLmHCr83VELJzzH+h04bHJqNwMp37Z3JcgNw2a9HMmPQitfWrndxfAlAec3l/g9Pg6+yloU/rMvqdk/wYYfy1k7ncSaL2uh3qtDq/PSXN6rq11eubS9TIY8+Lxk4oFLvj0Atg6y0nK3frr4YTl7iVOInPj9MPbNx/s9I5rNxoCg5yhtVMfghVfOuvjOsEFbzhDTaXS+HLC7TkgzFp7V4ll+4G21trjThVojPkG+N1a+0zh6whgj7U2uqLrSjnPY8A/j16uhljZWWt5bNJqPpq/ndCgAH64exBt4iO9HVaN9Pz09bz8szNcomVsBJf3acKFPRtTv3b1uuPx24b9PDVl7TGzY4IzycK53Rpxae/GdC+cIVPE07YlZ/Lg18tZuM35F3ZWx3ieurAL9crwu7YzJYvPFuzg68W7SM7IJSjAEBhgCAoIIDDAEBwYQERoIBEhQdQODSIiNJDaYcEMbx/L+d01jNWXKeHm+5Rwq4Ci4Y7nvQo9rynfvlkp8Fw7ZxbC2+dAgy7H327vcqeGGRZumArN+p8w2fX2ird5ZekrtK3blq/P/fqI7dLz0rl95u2s2L8CgJHNR3JPz3uOmYzBJxzaAS91d3qvHPX9WZ+ynku+v4TY8Fj+O/S/lTc7ak3kyoXXT4OULdDjGhj7qrcj8j9ZKfBqH2eIY1gdyDnkLG97Nox+zumpmZ/tJMNmP394KGTjvnD11xBW9sT3CVkLSz+Fn/7lJMIA2oyEkU9C/daeOQfAuinw7a3OUNiSWp4OvW5wZr39+kY4sNEZ5nrO09D7ptJ7woHzPXxnGBzcBi2GwJn/glnPwPopznoTCN2ugP53lT4j69rv4ft7ne9vQDBc8XnlJRzFpxNu/wGCrbX3l1i2EzjNWru7lH2+BOZaa18ufB0I5Fhrgyu6rpTzqIebB7jdlus/XMisDfvp0DCKiXcNIDRINRGq0ruzt/DE5LUAPHZuR64b0LxafzAvcFu+WbyLZ6evZ196Lqe1jOHS3k04p3PDGlNLTbyrwG15e9YWnp+xnvwCS/3aIfznoq6c0eHYYUoFbssv6/bx6R/b+W3Dfir6b7hvixievKAzreN0U8MXKeHm+5Rwq4CZj8GcF6DndXDey+Xbd8E7Tg+UBl2chNKJTPoTLPmoTLW1UnNTGfH1CLJd2bxx5hsMSnCq1KTnpXP7jNtZkbyCqJAoXhr2Er0b+HB9o6kPw++vlVojb2vqVuJqxRERfOK6tVIB2+c5PSuxcOV4aDvS2xH5l+/vcWqKxbaHm3+C+a/CrGfBnQ8htaHntbB6AqQXTkYS0xJOf9iptVYZdfNyUuG3/zo96dwuJ/nU/04Y/uixw9jLw+2GWf91epyBMxS2z03OZAgbZwBHNeiiEuDSj8teVy1pDbx7ptOLuIgJcHrHDXnwyB50pclMhu/GwYYfnSGqN0yGRj3Kdn4pF19OuP0V6GytvabEskNAG2vt/lL2eQNIttY+Wvi6DrDbWhtR0XVljFUNsQral57DOS/O5kBmHjcNasGjY0rJxIvHjV+4k79849zJfXBkO+4a5sE7Oj4uv8BNVl4B0eH+VZdOqo/Ve1K578tlbEjKAKBbkzqEBDrJ7qJ/t7sPZRfPdAowuE19rurXjJ7N6lDgtrgKrPPstuS53GTmucjIdZFZ+Nh+IIv35zqTSwQHGm4b0opxw1sTFqzksi9Rws33qZ1XAWt/gC+vcoYs3TmvfPu+PQz2LIGRTzkffk+kZG2t815xPrCfwH8X/pdP1nxCnwZ9eH/k+6TlpXH7jNtZmbyS6NBo3hnxDh3qVWAIbFXJPgQvdIK8DLj6G2h9prcjqnmm/d1JFNWOd4ZMn6wGmTh2/AHvn+V8fcOP0GyA8/W+dTDpbmcG0SLRTWDoX5yeWpU58UiR5I0w7eHDwzE7XQAXvusMwyyvnDSYcDusn+y87nsbjPy/w+/j4HZY8jEs/cSZHKHl6XDRexBRv3znKfobi3Hqsw39K9RvU75juPKcWplbfoGIOKcuXN3mx982cZXTu7bdOSfugSfH8OWE23DgLWttm8LXzYG1QG1riyoAHrPPjcAV1toRha9PB9621rat6LoyxqqG2Cn4aW0SN320CICPb+zLkLaxXo6o+puyci/jPluC28JtQ1ry0Dntq3XPNhFflJNfwLPT1vPunK2lblOnVjCX9GrMlf2a0aJ++Xsr7EzJ4p+TVvPzOmcWv2b1avHPczsytG2cT9S3EyXc/IHaeRWQnugMC8XA33ZCaBl72O5bB6/3cyYDuH8d1C5Dm3D+a86H5YhYuHvxCYedJWYmcs435+CyLt4a8RavLHmFVQdWER0azbtnvUv7mPZli9Nb5rwIM/8JcR3hjnn64OsN+Tnw1hBIXg+dL4aL3/N2RL6vIN8Z/r1vtTPhxNjXjlzvdjuzwK78GjpfBL2u804x/9UT4JtbnB53XS51ZvMsT8+63Ythwh3Oz0ZgKIx5AXqUMityQT7sX+/8LgdUsMbi3uVOz8Cy9GgrTU6a02szaaVTz+6m6UcmkfMy4ef/cyZrsG5oPQLOf6Nsf5sF8O2EWxCwB3jAWvuxMeZNIMFae25hwyfbWpt/1D71gZ3AKGA2MBHYaq29u6LryhirGmKn6B/freLj+duJjQxl6j2Dy1TTSBw5+QV8NG8bbeJrM6xd3EkTZ79t2M/NHy0kv8ByRd8mPHlBFyXbRLxofWI6W/ZnFL8u+nUMDQ6kf8t6p9wjzVrLtNWJPDZpDYlpTo+56PBgBrWpz9C2sQxtG0t8VNgpnUMqTgk336d2XgW90AVSd8C1k6Dl0LLtM+MfTpH0dqPhis/Kto8rD94Y4NRB6j/O6emRlQyZB5z6TNkHIa49NOoJxvD3OX9n0uZJBJgA3NZNndA6vHvWu7SLaVfx91oVXHnwUjdI3wNjXy/9g7xUvt2L4d0RTh29Sz50ekSVtOVX+OnfkLbHKUjfqCck9HSeIypx9lpfNfcl53c7PMaZcMKXvwfrJjuTHLhd0P0qpw7lyRJiqbtg5r9g5XjndWQjuOxTaOwnNRTT9jhDVNN2Q9P+cM1ECA6DTT/BD/c6PdvAuRHidjm94S54Qz1sy8hnE24Axpjzgc+AdCAQGGqtXW2M2Qbca62deJx97gReBFKBTJyZTpNOZV0Z4lRD7BTl5Bdw7itz2LgvgzM7xPHOtb2VBCqD1Kx8bv54YXER9oGt6/HomI60b3Dsz2FyRi4fz9vG27O3kJPvZnTXhrx8eQ/1chGpITJyXbwwYwPjF+0kPcd1xLr2DSK598y2nN25gZeiq7mUcPN9audV0Fc3wOpv4Yx/wOA/n3z7ApczXDIjES77H3Q4dibRUm2cCf+76MTbRCVA+zFsbNqTCxf/HwB1Q+vyzlnv+H6yDWD5FzDhNmco470rvdMDSA77+QmnWH14DNz1B9SOgwObYfojhwvYH090U4hqCLXqOT2JatVzHm3Phlg/+Dksr0M74LV+kJ/lP4ni1ROdyQxsgTNMfcxLx0+65WY4ycR5r4Ar21nW7QoY8W/n58GfJK2B9892hud3OBdCImF54U2PqMZw7ovO39Cvb4T9Tv1v+o9z/r7rb9EJ+XTCDcAYkwD0BuaVVrvtOPu0BjoAvx39piq67iTnU0PMA9buTWPsq3PJK3Dz+Pmduea0Zt4OyaftTc3muvcXsCEpg9qhQeQVuMlzuQkwcEXfptw/oi31aoeyNTmTd2Zv4ZvFu8h1uQEY1i6Wt67pTUiQpokXqWlcBW6W7zrEb+v389vGZFbsOoS1EBRgeP/6PjVyWH92XgHvz93K+sR0BrWuz4iO8dSNCKmScyvh5vvUzqugoqGe7UY5s+CdzMYZ8L+LneTD/esgqJy/g19eA2snOV8H13JqItWqD6G1YdfiIwqM/19cA36PrMOzw1+mXUK/8p2nvHLSIHElND2t4oXfrYU3BzvDvsqawJTK5cqDd4Y716TNSKd+1h9vOcMRTSD0vQU6nAeJK2D3Eqcu4YFNpR8vKAxumw2xZapo5F3Wlm04s7Xw+RVOYf5mA+H6yf4zDHrl1/DtLc4wyt43wfBHnJ5gabudx6GdsOwz5wYBQNMBTq22hJ7ejftUbJ0Fn1zo/AwDYKDvrXDGo4fLAuRnw/RHYeE7zusGXWDoQ05NPtUzPC6fT7j5AzXEPOe9OVt5/Ic1hAYF8Ldz2nNJ7yZEhFagYGUlc7staxPTmL/5APM3H+BgVh5R4cFEhQUTHR5MVHgQsbVDOb9HAnVqla/B6Cpws+dQDjtSsmgQHUqr2NrH9PbbmJTOte8vYG9qDvFRoXx0Y18iQoJ4+sd1TF7pzOwTGRpEj2Z1mb3x8OyG3RpHc+uQVpzduYF6tokIAAcz8/jnpNVMWr6HiJBAxt/en06NSq+BVJ1Ya/lhxV6emrKWPSUmqAgMMAxoVY+zOzfgrI4NiI2svLu3Srj5PrXzKmjnAnhvhJP0emDjyYdlfXW9U0Op3x1wztPlP5+7wClCHlYHQmoduS4/2xnmt/YHp5h5tjMygFr1YPRzxw4J9IQ9S2HRB84H9/zMis3YWmTzL/DJ+U4i8b7V+mDrKxJXwdunl0hQAG3OgrOeOH5vtexDsG+NM9lH1oHCR4qT6EhaCY37wo1TK2dGzlPhynMmNdj8i/N7tGeJM9No+9FOQr1RjyMTaWl7nQkINkx1evsFBMMdc/2vB9/yL5wJEI6eVbSkus2dHm0dzvOfZOKJrPgKJt4OMa1g7KvQpO/xt1s3Bb67C7JTChcYiO8MzQcVPgZCeN0qC9uXKeHmAWqIeY7bbbnxo4X8ut7pzBgdHszVpzXluv7NifNyjaE8l5uvF+9i9sb9zN9ygENZ+Sfdp1F0GC9d0YM+zUtvGK3YdYhvl+xma3Im2w9ksutgNi734d+3ZvVqcWaHeM7oEEef5jEs33mImz5aRGp2Pq1iI/joxr40rnu4YfnHlgP8+4c1rN5z+Pf5jPZx3DqkJX1bxGiorogcI9dVwPXvL2T+lgPERYYy4a6BJNQJ93ZYp6TAbflhxR4Wbz9Iy/oRdE6IpkPDqOKbOKt2p/Lv79ewYJvTWEyoE86Ybg2ZtSGZtXsP//0MMDCiYzxvXdO7UuJUws33qZ1XQa5ceKaNM0TpyvHQdmTp22alOJMsFOQ5vXwadq28uApcsG0WTHvEKeIO0HEsjHru1AqBW+sk8tb9AIvedxJuRzteva+y+ORC2PyTM+PhqP9WPEbxvLkvw4xHoX5bZ2bdNhWoa5W6C147DfLS4az/gwHjPB9nRWz+Gea/DtvnOkNCSxPZyJm9MiwaNs1wenSWNPwRGPJg5cZaWZZ+CpMfcIaM1qrnDKuMSoCoRtCgs1PnrboNqcxKca7lyRK/aXth9nOw9TdI3nDkuqAw6HUDDLzHGUJdgynh5gFqiHlWTn4BXy3exXuzt7DtgPPHPSQwgLHdGzFueGua1Sv/TH2nyu223PXZEn5clVi8LCIkkL4tYhjQqj5NYsJJy3GRlp3vPHJc/LJ+H9sPZBFg4L4z23LnsNZH9CpLTM3hv1PX8e3S3cecLyQogMZ1wtl1MJu8Anfx8qiwIHJdbnJdbno2rcN71/U57rCnArdlwtLdrNubxmV9mtAmvoyzg4lIjZWanc8lb85jQ1IGbeJq8/XtA4iuFeztsMrNWsuMNUk8N30D65PSj1hnDLSoH0FCnXDmbErGWggLDuDO01tz65CWxRNUbEvO5MdViUxdtZflu1K5qGdjnru0W6XEq4Sb71M77xRM+zvMfxVang7Xflf6dr88Bb897RSYv21W1cTmyoPZzzofGN0u58P0qGeh84Un3s9a2D4P1n4PqTudXnXpSc5zQe7h7QJDnF4vvW+ETTNhzvMQGg13zIE6Tcse556lTi8qEwB3L4GYFhV6u1KJDm5z6lwFnsKonMUfwfd/chIVt8+F+q09Fl6FJK6Cd4Y5SXBwZgFueTq0HAaN+zg/l+t+cArrlxiu7TCQ0Mvp7df2LKcHnD/Ly3IaEMH+fSOyUqUnOYnZbXOcHpsHNjrLA0OdOniD7oXoxl4N0VuUcPMANcQqR4Hb+dD0zuwtLN7udP2PDg/mk5v60rVxnSqN5YUZG3jpp40EBxrGDWvDoDb16do4muDA0odHZOS6eGTCSiYu2wPAgFb1ePGy7kSGBfPWrM289dsWsvMLADivWyMGtKpHs3oRNKtXiwZRYQQEGDJyXczesJ+Za/fx87okDhb2qjujfRyvXtmT8BAf63IuIn5tz6FsLnh9LklpufRrEcPHN/UlNMh//s7M25zMM9PWs3THIcC5SXF+jwR2H8xm9Z604llai5zXrREPndOeRifozbfrYBYFbltpN3uUcPN9auedgkM7nJk1rRvumA/xHY/dJjfDmSwh51DFe4Cdir3LYeKdkLTKeR3X0UkUtDkLmvQ7nETJ2O8UEV/y8YlrccW0gl7XOT1fIuo7ywry4YNzYNdC55jXTylbcsZa+Ohc2DYbulwKF71zau9VfJe18MkFsOUX52fkhh+9N7Q0P9tJ8u5f5yTYznoc4jodf1h4fo7Tw2n9FOfrVsOh9RmHf/al5rHWGXr8239gx3xnWUAwdL8CGnaH0CintmZopPPIzYCDWyFlK6Rscb5OT4LwOk6iNyLWmYQiItbp/dzi9FNLblcxJdw8QA2xyrd4+0H+/cMalu88RGRoEB/c0IfeJxim6UmTV+zlrs+WAPDfi7pyaZ8mZd7XWss3S3bz6MRVZOcXUC8ihJCgAPYW1grq3awuj47pSLcmdU56rAK3ZcmOg+w5lM3oLg0JOkGyT0SkotbsSePSt+aTkevizA5xnN8jgRb1I2hRP4JaId5v4KRm5fPrhn0kZ+RxMDOPlKw8DmXlsetgNit2pQIQHhzIDQObc9uQVkf00tufnsvqPals3p9Jj6Z16NnU+/VFlHDzfWrnnaLx18Ka75xeDue9cuz6ea/C9L9DvdZw1wLvJBlceU5Pt9nPHVmPKywaWp3h9IBbP8V5BgiOgM4XOB8ea8dDZAPnuXY8BJdSAuXgNmfig9w0GPIXGP73k8e1bgp8cYXTS+TuxVCn7G1Q8UOHdsLr/Z2hpSOfhP53eSeOyQ84RfEj4uCOeac21FpqLmudHm+//ce5aeApEXHQ9VLoepkzaYOPl0tSws0D1BCrGhm5Lm76cCF/bE0hPDiQ967rzYDWlXv3ZNXuVC5+cx45+W5uHNiCf5x7nDuzZbB5fwbjPltaXBcooU44fxvVntFdGqqmmoj4nNkb93PDBwuPqCcJ0DA6jBb1I+jTPIbT28XStXGdKpuAxVrLpOV7+Pf3aziQmXfcbYIDDVf2bcpdw1sTF+ndup9lpYSb71M77xTt+B3eH+kkje5fc2TPF1eu0wMufa+TjOt5rffiBKd20eafYcM0pxZV0eQKRRJ6OZMfdL7w8Kx95bHqG/j6RsDAdd9Di8Glb1uQD6+f5vSmG3QfnPlY+c8n/mfRB/DDvc7Q0jvmQb1WVXv+9VPh88ucr6/6pmI16USOtuN3Z1bXrAOQlwG56c4jJ82pgRfT0hkuX7eF8xzVCHJSnZ7FmfsgYx+kJzq1LLMOHD5uXCfofqUzK3BFa+nNexW6XAKR8Z55r0dRws0D1BCrOtl5Bdz6ySJmb0wmNCiAN6/pxbB2cZVyrv3puYx9dQ57UnMY0jaW96/rfUq9ynLyC3hn1hbCQwK5+rRmxbWCRER80bzNyXyzeDdbkzPYmpxZPKS9pLq1ghnSNpahbWM5vV0cMcepKekJO1OyeGTiKn7b4Eyo06JwEoSYWsHUqRVCTEQIdWoF07t5jN9N9qCEm+9TO+8UWevUgtqzFIY9AkNLFE9f/CF8f49TdP2e5RBUOX9DKsRdALsWOYm3gnznA1mDzqd+3O/ucgqxRzZyZm4sbcbRBe/AlAecWV7/tBTC9LNXI1jrzEi75VdochrcMKXqen2mJ8EbAyArueKzBYtUpoJ8pybm8s9h/Y+Hawx2OBcu+aj8vyurvoWvb3B6zf1pqTPU1cOUcPMANcSqVk5+AeM+W8LMtfsIDjS8emVPRnZq4NFz5LoKuOLt31my4xAt60cw4a6BRIf7X/FwERFPOZiZx9YDmaxPTGf2xv3M3phMeo6reH1IYADn92jELYNbemyiFleBmw/nbeO56RvIzi8gJCiAPw1vza1DWhESVD2G1dfUhJsxpjPwAdAaeBf4iy1DY9MYMxR4E4gFnrTWPl/Gdd8DY0oc6idrbZm6bqid5wErvoJvb3aGXN67ykmsuQvg1d5OzR5vDp+ranmZ8NYQp+da6zPh0k8gpNaR2+Skwss9nJ4co5+DPjd7J1bxjkM7CoeWZjjDlgf/GdqPOX4NNU9xu+GzS5xkRnxnuPmn0odHi/iC7IOw8muY9rCTeOtzszPxTVlHj2Xsh9f7OX9nh/4Vhj1cKWEq4eYBaohVvTyXm/u+XMbklXsJDDDcPbw1dw1rfcJJDMrKWsufv1rOt0t2ExkWxMS7BtIq1vPZbhERf+YqcLN05yF+Xb+Pn9ftLx4yDzC8fRy3DG7JaS1jTjpsfseBLL5Zsos5m5LJyS+gwG3JL3BT4LZk5LpIznDuXvZrEcNTF3ahZTX7e1wTE27GmFBgHTANeAZ4GfjaWvvBSfaLBTYBzwGfA18AD1hrfznRusJ99wBnAbsKD5dvrT16ar3Szqt23qly5cFLXZ2hoxe8Dd0uOzy8Mryuk4SrhJ4FPmvvcnj3TOdDYnwXuOyTI2cfnfEPmPsS1G/rTDbhRwXCxUNWfQPfjYP8LOd1/XYw+H7ofBEEVkIngN/fgKkPOUNZb/0V4jp4/hwilWH1BPjqBsDC8EdgyIMn3QVrnfqiayc5f4Nv+bnSelgr4eYBaoh5h6vAzd++XclXi522c9fG0Tx3SbdT6llhreVf36/hw3nbCDDwwQ19GdpWhUJFRE5m8fYU3pm1lWlrEilqMnROiGJQ61jaxtembXwkreNqExYcSHpOPlNW7uWbxbtZsC3lhMeNCgvi4VEduLR3EwKqqF5cVaqhCbfzgfeBxtbaLGNMN+A1a+2gk+x3L3A70MFaa40xY4FLrLVXn2RdY2ChtbZhBeNVO88TZj0LPz8ODbvBrb85EwgkrYTT/wanP+Tt6Kretjnw1fWQuR/C6sDF7zk93g5ud3r+FeTBFV9Cu7O9Hal4S+YB+OMN+ONtyHUmBaJOUzjzX04dQU9Z8x18cwsU5Do9hPre4rlji1SFP96CH//ifF2WeqBFQ0kDguCWX5zZTyuJEm4eoIaY9xQV0X504irSclyEBAXwl5HtuHFgi3J/MLPW8p+p63nzt80APHtJNy7u1bgywhYRqba2JWfy7pwtfLVoF7ku9xHrAgw0ialFUloOOfnOOmNgUOv6nNetEbGRoQQFBBAUaAgKMAQGGFrF1SYqrPoO6a+hCbd/Av2staMKXxvggLX2hNOPG2M+ALKttXcWvm6IMzS040nWXQC8BeQBdYHvgTustQdLOU8oULL6ciSwS+28U5SVAs93AFcODLof5jzvzPZ536rS65hVd6m7Yfw1sHsxYJzeGfvWOL2bWgyBayf5/Ax8UgVyUmHhuzD/dae+GsDo56HPTad43DT48a+w/DPndbtRcPln+pkT/zTzX87/FRPg/By3O+f421XRUNIiSrh5gBJu3peYmsNfv1lRXFC7b4sYnrm4K83qRZT5GC//tJHnZ2wA4InzO3P1ac0qJVYRkZrgQEYuU1Ylsm5vGhuTMtiwL51DJSZeaBUbwUW9GnNBjwQaRvvXRAeeVJ0TbsaYicDpx1lVAHxhrb2rxLb7gbalJcEKt/kG+N1a+0zh6whgj7U2+iTrHgKGAg8AbpzacUuttXeUcp7HgH8evVztPA/4/h5nooQi/cfByP/zWjg+wZXrTI6w5OMSCw3c9pvTG1CkSF4WzHwMFrzlvD6V3mjb58GE25x6cSbAmQl36EO+NXGJSHlY60xKs+x/EBQOV413blwcvU0VDSUtooSbByjh5hustXy+YCdPTF5DVp5TXPu2IS254/RW1Ao5ce2Lt2dt5skp6wB4ZHQHbh7csipCFhGpMay17M/IZVNSBpFhwXROiDppfbeaoJon3OKB42VT7wGstfb+EtvuBE6z1u4+wfG+BOZaa18ufB0I5Fhrg0+07jjHGYpTM+64NSPUw60S7Vvn9CwACAyBe1ZAVIVG+lY/iz+EKQ86Q0m7XQkXvOHtiMQXWQvTH4H5rzqvz/kv9Lvt2O32rnCSuAV5ENkQIhsUPsc7Q0jnvAhYqNMMLnwbmp5Wle9CpHIU5MMXV8LG6c7rJv2g903QcawzCUhR7dAqGEpapKztPFXqFJ9njOHKfk0Z1Lo+D09YyZxNybzy8ya+WbyLh0d3YHSXhsf9cPfJ/G3FybYHzmqrZJuISCUwxhAXGUZcpGY9qymstUnHW26MSQQ6H7U4EmfI54mk4MxAerx9TrTuaIeA+saYUGtt7nHizgWKlysx7EFx7aHVcNj8M3S7Qsm2knpd7/Ro2zgT+t3q7WjEVxkDZz0BAYHOxBo//gWsG067w0nGbf4J5r0CW349+bF6XA0jn4Iw3UiQaiIwGC75EH64z0mu7fzDeUz7m/M/Z1nh8OnBD1RJsq081MPtBNTDzfdYa5m2OpHHf1jL7kPZAJzWMoYbB7YgMS2HjUkZbNyXzqZ9GcUz4N01rBUPjmzvzbBFRKSGqc493EpjjBkOvGWtbVP4ujmwFqhtrS04wX43AldYa0cUvj4deNta2/Yk674GnrXW/l647mbg8bJOoqB2noel7nI+9PS7DcKivR2NiH+yFn76F8x5wXnd+ybY8TvsW+28NoHQ6Xxnptv0xMLHXshIcmYiPetx6HCu18IXqXTpiU4vz8UfQlqJzvNVNJS0iIaUeoAaYr4rJ7+At37bwuu/bjqmeHeRAAO3D23FgyPb6S62iIhUqRqacAsC9gAPWGs/Nsa8CSRYa88tXB+FMwFC/lH71Qd2AqOA2cBEYKu19u6TrPsHcA5wL04vuHeA1621j5cxXrXzRMT3WOvM/Dv7ucPLgiOg13XQ73aoq3rUIhS4YOM0WPQ+HNwGl34M8Z2q7PRKuHmAGmK+b9fBLP47dT2r96TSon4EreMiaRNXm7bxkbSKizhpjTcREZHKUBMTbgDGmPOBz4B0IBAYaq1dXbhuG3CvtXbicfa7E3gRSAUycWY7TTrROmNMMPAmcAmwD/gYeNJa6ypjrGrniYhvstaZmXHFV9D1Uuh9A4TX9XZUIlJICTcPUENMREREKqKmJtwAjDEJQG9gnrV2fzn2aw10AH47+nt2onWnEKfaeSIiIlJumjRBRERERKpc4Yykpc5KeoL9NgGbyrtORERExBcFeDsAERERERERERGR6kQJNxEREREREREREQ9Swk1ERERERERERMSDlHATERERERERERHxICXcREREREREREREPEgJNxEREREREREREQ9Swk1ERERERERERMSDlHATERERERERERHxICXcREREREREREREPEgJNxEREREREREREQ9Swk1ERERERERERMSDgrwdgD9IS0vzdggiIiLiR9R28B+6ViIiIlIeZW07GGttJYfiv4wxCcAub8chIiIifquxtXa3t4OQY6mdJyIiIqfohO08JdxOwBhjgEZAeiWdIhKnode4Es8hnqVr5p903fyPrpn/0TU7ViSwx6qx5ZPUzpNS6Lr5H10z/6Nr5n90zY510naehpSeQOE3rtLuSjvtPADSrbUaz+AHdM38k66b/9E18z+6Zsel74MPUztPjkfXzf/omvkfXTP/o2t2XCf9PmjSBBEREREREREREQ9Swk1ERERERERERMSDlHDzrlzgX4XP4h90zfyTrpv/0TXzP7pmIkfS74R/0nXzP7pm/kfXzP/omlWAJk0QERERERERERHxIPVwExERERERERER8SAl3ERERERERERERDxICTcREREREREREREPUsJNRERERERERETEg5Rw8xJjTGdjzEJjzEFjzDPGGOPtmORYxpixxpgtxhiXMeYPY0yHwuW6fn7AGDPVGHN94de6Zj7OGPO0Meb7Eq91zXyUMeYaY8wOY0yGMWamMaZ54XJdMxH0u+Av1M7zb2rn+Re18/yH2nmeo4SbFxhjQoHvgcVAb6AjcL03Y5JjGWNaAR8ADwEJwHbgXV0//2CMuQoYWfi1rpmPM8Z0Bu4E7i18rWvmowr/Nv4fcD7OddkOfKhrJuLQ74J/UDvPv6md51/UzvMfaud5lrHWejuGGscYcz7wPtDYWptljOkGvGatHeTdyKQkY8wYnGv0ZuHrYcBU4DJ0/XyaMSYGWAMcAp4ufNY181GFd8fmAD9Za/9RuOx8dM18kjHmYuBSa+2lha8HAeNxGtK6ZlLj6e+Xf1A7z3+pnedf1M7zL2rneVaQtwOooboBv1trswpfr8DJEIsPsdb+cNSidsAmdP38wXPABCC88LWumW+7BeiO07NgDDANXTNftgYYbozpAWwB7gJmoGsmUkS/C35A7Ty/pnaef1E7z7+onedBGlLqHVHA1qIX1ulmWGCMqeu9kOREjDEhwAPA6+j6+bTCO9RnAH8tsVjXzEcZY2oDTwAbgcbA/cAsdM18lrV2DfA1sASnV0E/nL+PumYiDv0u+Bm18/yH2nn+Re08/6N2nmcp4eYdLiD3qGU5QC0vxCJl8wSQAbyNrp/PMsaEAW8Bd1hr00qs0jXzXRcCEcBwa+3jwFlAHeBGdM18kjHmNOBcnAZYJPA5MAX9nokU0e+C/1E7zw+oneeX1M7zM2rneZYSbt6RAsQetSwSyPNCLHISxpgRwO3AldbafHT9fNmjwEJr7eSjluua+a7GwB/W2hQAa60Lp4t6GLpmvuoy4Atr7QJrbQbwCNAS/Z6JFNHvgh9RO8+vqJ3nf9TO8z9q53mQarh5x0Lg5qIXhdPshuL8EIsPMca0BP6HcydtTeFiXT/fdSUQa4w5VPi6FnApsA0ILtpI18yn7ORwDZYizYA/A/cVLdA18ylBQMnhA5E4d69dwGlFC3XNpAZTO8FPqJ3nd9TO8z9q5/kftfM8SD3cvGMWEG2Mubbw9UPATGttgRdjkqMYY8KBH4CJwHfGmNqFdQhmo+vnqwYDnXEKs3YHJgH/AIaga+arJgMdjDG3G2MaG2P+hHPtpqNr5qvmAhcaY+4zxlyJ8zcyCXgZXTMRUDvPL6id55fUzvM/auf5H7XzPMg4te6kqhVOhfwZkA4EAkOttau9GpQcofAaTTjOqhY4/yh0/XycMeZD4Fdr7Yf6nfNdhbUingN6AInA/dbaibpmvskYY3A+4NwINARWAbdYaxfrmok49Lvg+9TO839q5/kHtfP8i9p5nqWEmxcZYxKA3sA8a+1+b8cj5aPr5390zfyPrpn/0TUTceh3wb/p+vkfXTP/o2vmf3TNykcJNxEREREREREREQ9SDTcREREREREREREPUsJNRERERERERETEg5RwExERERERERER8SAl3ERERERERERERDxICTcREREREREREREPUsJNRKolY0xzY0ylTsNsjHnMGPNhZZ5DRERERI6ltp6I+Dol3ERERERERERERDxICTcREREREREREREPUsJNRGoMY8xgY8wyY0yWMWahMaZziXVdjTGrjDHJxpjnjTHrjDF3l+GwMcaYX40xacaY/xljIkoc80JjzAZjTKYx5hdjTEKJdb8aY643xtxvjNlujDmvxLqrjTHbCvf70RhTz2PfBBEREZFqSm09EfElSriJSI1gjAkAvga+AloC84BnSmzyJvA/YDhwE3AD8GkZDn0u8BHQG2gH/LPwfDHA58ATQGsgBXjkqH1vKzzfLYXxYIypDXwAPAR0BFzAA+V5ryIiIiI1jdp6IuJrgrwdgIhIFeoGpAJdgUigbYl13YHrrbUbjDFrgObW2vllOOYf1toPAIwxTwP/Bf4CpANNC597AyFHnQ+gNjDEWptfYlkBkA+EAvuA8wBTjvcoIiIiUlOprSciPkM93ESkRrDWuoH7gd3Aa0A0EFhik01A/8K7lW2ANWU89NYSX+8AGhZ+bYCngT2Fz0FHnQ/gzaMaYFhrs4FLgFuB/cBUnLu0IiIiIlIKtfVExNco4SYiNYIx5nTgDqCDtbY38N5Rm6wGXgYSgY+ttcvLeOgmJb5OAJIKv74SGAo0ttYOAL4/zr6Zx4mzHnDQWjsQiMe58/lCGWMRERERqZHU1hMRX6MhpSJSU9QufI42xrQGnqew+74xpiUwBBgIpFprd5bjuAOMMVcDvwMPAhOPOl+MMWYw8CiwoQzHqw/8ZIy5AFgOuNHNEREREZGTUVtPRHyKfrFFpKaYCkwCluAUzX0HaGSMiQe24dyt/A3YaozJNsa8WcbjTsMphLsYZ5jBPwqXfwxsBNbiFNd9C2hvjAk70cGsteuBPwNvAFtwivP+pYyxiIiIiNRUauuJiE8x1lpvxyAi4lXGmJuAS4GbgSycgrtTgDhrbZo3YxMRERGRU6O2noh4g4aUiojAzzh1OFYB4TjFcf8M1DHG7Chln5nW2ourKD4RERERqTi19USkyqmHm4hIKYwxQUDjUlZnW2uTSlknIiIiIj5ObT0RqUxKuImIiIiIiIiIiHiQJk0QERERERERERHxICXcREREREREREREPEgJNxEREREREREREQ9Swk1ERERERERERMSDlHATERERERERERHxICXcREREREREREREPEgJNxEREREREREREQ9Swk1EahxjzOnGGOvv5yhjHNYYc28p60YZY1YYY3KMMQuNMX2rODwRERGRGskY86Ex5kNvxyEilUcJNxGRcjLGNDfGPHaSzRYDfaognAoxxgwCvgMWAGcDa4Fpxpi6Xg1MRERERESkGlDCTUSk/JoD/zzRBtbadGvtoqoJp0KeAlYDt1hrfwVuBixwuzeDEhERERERqQ6UcBMRqWGMMfWBgcA31loLYK3NA1YCnb0Zm4iIiIiISHWghJuIVAljTKgx5nljzH5jzCFjzA/GmFYl1v969DDNotoWhUM4rTHmfmPMPmPMKmPMGcaY7caYPcaYPiW2aX7UMawx5vRyxNnbGDPLGJNhjNltjHnaGGMK1z1WWJftlxLHtserv1FaDTdjzHvGmGlHLbu18PsSVPi6ljHm5cL3etAY86UxJras76EMOgMGWH/U8vuAFzx4HhERERGPqOy2ZBlj2GaMeamwrZhVWAN3QIn1jxXG0d8Ys7hwm3nGmJYe+0aIiN9Qwk1EqsrHwHXAX4CLgWhgqjEmuBzHGAtcC7QDPgHuBA4A13siQGNMbWAakA2MAh4E7gKuLtzkbZy6bEXDLvsUPh4rx2m+AIYWnqvIGJzeZq7C128C5+O8vytxEmTflu/dnFBc4XNKyYXW2iU+PgxWREREai5faUveDcwDzgP2ANONMQ1LrG8KfAO8B1wCNAH+W47ji0g1oYSbiFQ6Y0xb4FLgPmvtB9bamcA4YDkQX45D/c1aOxWncfOqtXYysASI8FCotYG/AzdYa2cBXwNrgP4A1to9hQmp9YWvFxU+tpXjHD8DqcAIAGNMGHAGTiIOY0wLnATfn6y1X1trfwQeAgYVrvOE0MJnt4eOJyLi94wx9YwxW4/uKX2C7W81xuw1xuQbY474wG2M+b5EL2hrjJlZaYGL1AA+1pb8xVr7UGEMRTdlbyyxvgUwzlr7euHxXwa6leP4IlJNKOEmIlWhe+HzrKIF1trl1tqLrbW7TrDf0X+j9hTtftTXx2WMKdffOGttIk4Pt5sLPxztx+nBVqs8xznJOQpw7nqOKVw0HCcBV/S9KRruOaHogxowqXBdGw+FkVH4fETj0hjzH2PM8x46h4iI3yisbfkDzqQ4Zdl+EPA4cA3Oh+sw4NkSm/QCugB1Cx9jPRiuSE3UvfC5StuSpZhbIoZ0YB3QusT6vdbakiMT9gPl6YUnItWEEm4iUhVM4XNxg8Y4BhljGpxgvyaneN5y7W+M6Ykzc2c/nKTYGTjDDTztS2BUYW24McBX1tqje5udDfQ46vG7h86/sfD56HoiA4EED51DRMSffFH4KKt2wB3W2pmFH/Y/AHoDGGMaA8Zau8pae6jwken5kEVqFG+1JU8US5EAjhw1sLkSzikifkgJNxGpCksLn4eUWNYcmI3TgwzARYmeZIUfWPqX4xxF9c9K9ka7tFxROj0V9ltrR1tr3wAWc/xeZTmFMYaX8/hFZuM0zHoDo3EScEVWFz6HWmuXWWuXAUnAA0CzCp7vaKuBXTi1R4Di+nXdcd6ziEhNc6u19qWjFxZOyvOHMSbVGPOtMSYawFr73lE9WNoBmwq/7gMEGmN2GWMyjTFfGGPqVv5bEKnWqqItWVaDS5wjCuf3f2OJ9QWVcE4R8UNKuIlIpbPWbgC+Ap43xlxvjDkTeB/nDuDPhZstB843xsQaYxrhJKFSy3GaPUAyznDQQGPMaA5PblBWyUC8MeZSY8woYApOQy3oqO3WAOnAX4wxQ4wxdxljylw/pLA321fAPwoXzS+xbgtOr7rXjDFXGWOGAR8Bw4Bt5Xw/pZ3f4tSFG26MedMYMwIYD+ThFCQWEalRCv/2HsEYUwf4EZiMMzy0FvDccbarB9wGvF64qB3OzYuRODdWmgNPVkLYIjVGFbUly2qgMea/hTF8inMT9f1KOI+I+Dkl3ESkqlyLk0h6BqfBlAqMKDHM5ilgS+FjDk6S6ceyHrwwiXUNTp2cQzgzWJ1bzhhfBCYA7wJvATtwZgztZ4wpTrpZa9NwZg+9CvgJuJ/y/z39Amc46fjCBFhJtxfG8QJO/bYC4MzCOiEeYa39H06h39Nx6hbVLTxHoqfOISLi58YA+cDj1todOH+TzzvOdq8D8wqLo2Otfdpae461drW1di3wV5wZFUXk1FRqW7IcXsQp9TEZpzzHedbafZVwHhHxc+bYz3kiIiIiIjVP4UQ1Lay124wxfwX+j8MTzQQAkUC4tbaotMCNhdt0t9YmlXLMbsAyIMxam1vJb0FEKpExZhvO7KbPnmxbERH1cBMREREROdYuYBFOfcvuQDecXi35AMaYvjg9XS4vmWwzxnxtjDmtxHH6AIlKtomIiNQsSriJiIiIiBxrMs5kNX1xhvZfDkzFmRwxHvge+A+w2BhTu3DyGYAVwAvGmH7GmDHA4xyu7yYifsxa21y920SkrDSkVERERESEI4eUFr7uA7wKdMaZ4XmctXaBMeZenJpuR7DWGmNMME79z0uAfTiT0TxprXUdvb2IiIhUX0q4iYiIiIiIiIiIeJCGlIqIiIiIiIiIiHiQEm4iIiIiIiIiIiIeFOTtAHyZMcYAjYB0b8ciIiIificS2GNVv8MnqZ0nIiIip+Ck7Twl3E6sEc6U8CIiIiIV0RjY7e0g5LjUzhMREZFTccJ2nhJuJ5YOsHPnTqKiorwdi4iIiPiJtLQ0mjRpAuo95cvUzhMREZFyK2s7Twm3MoiKilJDTERERKQaUjtPREREKoMmTRAREREREREREfEgJdxEREREREREREQ8SAk3ERERERERERERD1LCTURERERERERExIOUcBMREREREREREfEgJdxEREREREREREQ8SAk3ERERERERERERD1LCTURERERERERExIOUcBMREREREREREfEgJdxEREREREREREQ8SAk3ERERERERERERD1LCTURERGqUnPwCvl2yiz+2HPB2KCIiIlLDWWtZtC2F1Ox8b4ciHhbk7QBEREREqsLavWl8sWAHE5buJi3HxentYunXsp63wxIREZEabPLKvYz7bCkJdcKZ+9Bwb4cjHqSEm4iIiFRbmbkuvl++h88X7mT5zkPFyxPqhNOneQzWWowx3gtQREREarQfVyYCsPtQtpcjEU9Twk1ERESqFWstK3al8sXCHUxatofMvAIAggIMIzrGc3nfpgxuXZ+AACXaRERExLuCAtUeqa6UcBMREZFqITuvgO+W7ebj+dtZszeteHmL+hFc1qcJF/VsTGxkqBcjFBERETlSUIBK61dXSriJiIiIX9t1MItPft/Olwt3cijLKTgcEhTAOZ0bcHmfppzWMkbDRkVERMQnBauHW7WlhJuIiIj4HWstv29J4cN5W5mxJgm3dZY3rhvOtf2bcUmvJtSNCPFukCIiIiInoSGl1ZcSbiIiIuI3svMKmLhsNx/N28a6xPTi5QNb1+O6/s05o0M8garNJiIiIn4iptbhG4Rut1WN2WpECTcRERHxeTtTsvj09+18sXAnqdnOsNHw4EAu7JnAdQOa0zY+0ssRioiIiJRfy9jaxV+//usmxg1v48VoxJOUcBMRERGfZK1l/pYDfDh3GzPXHh422iQmnOv6N+eSXk2IrhXs3SDFY4wxY4EXgKbAYuB6a+3ak+wzFHgTiAWetNY+X+mBioiIeFDJnvnPTt/AVf2aqSxGNaGEm4iIiPgUt9syZdVeXv150xHDRge1rs/1A5ozrH2cho1WM8aYVsAHwO3Ab8ArwLvAwBPsEwtMAp4DPge+MMYstdb+UvkRi4iIVI4ej89g29OjvR2GeIASbiIiIuITrLVMW53EizM3FCfaaoUUDhvt35w2GjZanXUAHrbWjgcwxrwBTD3JPlcBe4HHrbXWGPNv4CZACTcRERHxOiXcRERExKustfy8bh/Pz9jA6j1pAESGBnHz4JZcP7A50eEaNlrdWWt/OGpRO2DTSXbrBvxsrS0cbMwC4KnSNjbGhAKhJRYpgysiIj6nbXztk28kfkEJNxEREfEKay2zNybz/IwNLNt5CICIkEBuGNiCWwa3VH22GsoYEwI8gFPP7USigDUlXqcBCSfY/m/AP08tOhEREZGyUcJNREREqtyCrSk8M20dC7cdBCAsOIDrBjTntiGtiFGh4JruCSADePsk27mA3BKvc4BaJ9j+KaDkpAqRwK6KBCgiIiJyMkq4iYiISJVZsyeNZ6at45f1+wEICQrg6n7NuOP0VsRGhp5kb6nujDEjcCZOOM1am3+SzVNwZictEgnklbaxtTaXEgk6YzTxhoiIiFQeJdxERESk0m0/kMnzMzYwafkerIXAAMNlfZrwp+FtaBAd5u3wxAcYY1oC/wPusNauOdn2wELgihKvuwO7KyE0ERERkXJTwk1EREQqzb70HF75aROfL9iBy+3Utj+3WyPuH9GWFvUjvByd+ApjTDjwAzAR+M4YU1QxOhOn51r2cXq8TQJeM8YMA2bj1H2bVjURi4iIiJyYEm4iIiLicanZ+bw9azPvz9lGdn4BAEPbxvLgyHZ0Toj2cnTig0YCHQoft5RY3gL4FbgXJxlXzFqbbIz5M06SLRUnOXdT5YcqIiIicnJKuImIiIjH5OQX8NG8bbz+62ZSs50OST2a1uEvI9vTv1U9L0cnvspaOxEoraha8xPs97oxZjpOou43a22a56MTERERKT8l3EREROSUuQrcfL14Fy/O3EhiWg4AbeJq8+DIdozoGK8C9VJprLWbgE3ejkNERESkJCXcREREpMKstfy4KpFnp61nS3ImAAl1wrn3zDZc2LMxgQFKtImIiIhIzaOEm4iIiFTInI3J/GfqOlbuTgUgJiKEu4a15qp+TQkLDvRydCIiIiIi3qOEm4iIiJTLqt2pPP3jOuZsSgYgIiSQmwe35ObBLYgMC/ZydCIiIiIi3qeEm4iIiJTJjgNZPDt9PZOW7wEgONBwVb9mjBvemvq1Q70cnYiIiIiI71DCTURERE7oQEYur/y8if/9sZ38AgvA+d0b8eez2tEkppaXoxMRERER8T1KuImIiMhxZeW5eG/2Vt6atYWMXBcAg9vU569nt6dzQrSXoxMRERGp2VKz8vnLN8vp37Ie1w9s4e1w5ChKuImIiMgR8gvcjF+0kxdnbmR/ei4AnROieOjsDgxqU9/L0YmIiIgIwJeLdjBtdRLTVifRtUkdejat6+2QpAQl3ERERAQAay3TVify36nr2ZKcCUDTmFo8MLIdY7o0JCDAeDlCERERESkSVWKyqk37MpRw8zFKuImIiAgbk9L556TVzNt8AICYiBD+NLw1V/ZrRkhQgJejExEREZGjBQUebqPptqjvUcJNRESkBkvPyeelmRv5cN42XG5LaFAAtw5pya1DWhJZ4q6piIiIiPgWa+3hr70YhxyfEm4iIiI1kLWWict28+SUdcV12s7qGM+jYzpq5lERERERL3r15408O30DABPvGkj3JnWO2WbRthQe/HpFFUcm5aGEm4iISA2zZk8a/5y0ioXbDgLQon4E/zy3I6e3i/NyZCIiIiJSlGwDOP+1uWx+chSBAYZbP17E9DVJx99JXdx8jhJuIiIiNURqdj7PT1/PJ79vx20hPDiQccNbc/PgFoQGBXo7PBERERE5jskr9xJoTOnJNvFJSriJiIhUc9Zaflixl8cmreZAZh4Ao7s25O+jOtCoTriXoxMRERGRIhuSMoiPCiUpLbd42T+/W8XBrHwvRiUVUW0SbsaYscALQFNgMXC9tXatMeYVYFyJTTdba1t7I0YREZGqlpSWwyMTVzGj8I5o67ja/Ou8TgxsXd/LkYmIiIjI8RQl2wIMuC1lSrZZjSn1OQEn38T3GWNaAR8ADwEJwHbg3cLVvYDRQN3CRw9vxCgiIlKVrLWMX7STM5//jRlrkggONNx7Zhum/Gmwkm0iIiIifuCqfs2Kv76ib9PjbnNGe9Xg9VXVpYdbB+Bha+14AGPMG8BUY0wQ0BmYZa3N8GaAIiIiVWXXwSz+9u1KZm9MBqBr42j+e3FX2jeI8nJkIiIiInI8fZvHsGBbyhHL2jeMBCAwwFA0K8J9Z7blhZnOpAqRoUEY42xr1cHN51SLHm7W2h+stW+WWNQO2AR0AQywzBiTbYyZaow5flpYRETEz7ndlo/nb2PkC7OYvTGZ0KAA/nZOe769Y4CSbSIiIiI+LDDAcOuQlkcsCwowxeuKBBgY3aUhAHMeGo6T8hBfVF16uBUzxoQAD+DUc+sIrAbuBpKBl4G3gHNK2TcUCC2xKLJSgxUREfGQrcmZ/PXrFcV3Rvs0r8t/LupKy9jaXo5MRERERMri/Tlbj3gdUNh9Lc/l5vMFOwEwBl67qievVXl0Ul7VLuEGPAFkAG9ba/OB/xWtMMaMA7YYY6KstWnH2fdvwD+rJkwREZFT5ypw8/7crTw3fQO5Lje1QgL569ntuea0ZgQE6I6niIiIiL9wuY8cFxoUeGxb7uvFuxg3vM0xyzWi1PdUiyGlRYwxI4DbgSsLk21HO4TznhuWcoingOgSj8aVEKaIiIhHrE9M56I35vHklHXkutwMblOfafcO4boBzZVsExEREfEzs/8y7IjXRT3cStp2IOuI18fZRHxEtenhZoxpidOb7Q5r7ZrCZc8DvxdNpgD0AdzAzuMdw1qbC+SWOGalxiwiIlIReS43b/y6mVd/2Uh+gSUyLIhHR3fkkt6N9b9LRERExE81ial1xOst+zOP2aZ9g+NXvtKkCb6nWiTcjDHhwA/AROA7Y0xRwZrlwP8ZYxJx3usrwIfW2qzjHkhERMTHrUtM494vlrEuMR2AMzvE838XdCY+KszLkYmIiIjIqbq8TxO+WOj0EbqgRwIv/bQRgLDgAC7q2Zi7jxpOWtZbrdZa3ZitYtUi4QaMBDoUPm4psbwF0B74DkgHJgAPV3l0IiIip8jttnw0fxtP/biOPJebmIgQHjuvE+d2bajGk4iIiEg1cW3/5ny7dDcX9kigQfThG6o5+W7+74Iu5T7eoaw8uv97BgB/HtGWu884tv6bVI5qkXCz1k6k9MTu3wofIiIifikxNYcHv17O7I3JAAxvH8d/L+5K/dqhJ9lTRERERPxJx0ZRLPvHCMKDAylwl32c6MMTVjKiYzxP/biWb5fs5tUrezCmayPOe3Vu8TbPzdighFsVqhYJNxERkerCWsu+9FxW70ll+c5Ulu08xB9bD5CT7yY0KIC/j+7ANac1U682ERERkWqqVoiTqgkKNJzTuQE/rkpk7kPDj7vthqT04q/7/N/M4q/HfbaUP49fTq7LfXh987qVFLEcjxJuIiIiXuIqcLMlOZM1e9JYszeNNXvSWLs3jQOZecds27VxNM9f2p3WcbWPcyQRERERqY7euLrXCdcfPWtpSSWTbQCmzBXfxBOUcBMREakC6Tn5rEtML06qrdmbxrrEdPKOaggBBBhoGVubrgnRdGtSh17N6tKxYRQBAWokiYiIiMhhD49qz5NT1p1wmxEd45mxJqmKIpIiSriJiIhUgv3puczfcoD5mw/wx5YDbEk+dlp3gIiQQDo0jKJDwyg6NoqiY8Mo2jWIJCw4sIojFhERERF/c+uQVtw6pBWv/bKJZ6at5x9jOnLjoBb8vuUAbrelf6t6/LgqUQk3L1DCTURExAOstWzal8H0NUnMWJPEsp2HjtmmQVRYcVKt6LlpTC31XBMRERGRU3LXsNbcNax18evTWtbzYjQCSriJiIhUWIHbsnj7QWasce4aHl1Do0PDKAa0qkf/lvXo0bQO9TSrqIiIiIhIjaCEm4iISDlk5xUwa+N+ZqxJ4ud1+0gpMcFBSGAA/VvVY0THeM7sEE+D6DAvRioiIiIiIt6ihJuIiMhJJGfk8tNaZ6jo7I3JR8z4FBUWxPD2cYzo2IAhbesTGRbsxUhFRERERMQXKOEmIiJyHJv3ZzCjsB7bkh0HsfbwuoQ64YzoGM9ZHePp0yKG4MAA7wUqIiIiIiI+Rwk3ERERwO22LN15sHjSgy37j5xVtHNCFCM6NGBEx3g6NIzEGE10ICIiIiK+T61W71DCTUREaqyc/ALmbExmxpokflqXRHLG4XpswYGG01oersfWqE64FyMVERERERF/ooSbiIjUKFl5Ln5Zt58pq/byy7p9ZOUVFK+LDA3i9PZxjOgYz+ntYolSPTYREREREakAJdxERKTay8x18fO6fUxZuZdf1u8jJ//wpAeNosM4s2M8IzrG069FPUKCVI9NREREREROjRJuIiJSLaXn5Bcn2X5dv/+ImUWbxIQzqktDRnVuSNfG0arHJiIiIiJe8eOqvd4OQSqJEm4iIlJtpGbnM3NNEj+u2susDcnkFRxOsjWvV8tJsnVpSKdGUUqyiYiIiIjX/bp+PwAF1no5EvE0JdxERMSvHczMY8aaJKas2svcTcnkFxxurLSMjWBUZyfJpplFRURERMTXhAcHkpVXwD1ntKn0cy3YlkJGrovaoRVLBWXkusjOK+C1Xzbx4bxtvH1NL87q1MDDUVYfSriJiIjf2ZuazfTVSUxdlciCbSkUuA8n2drFR3JOlwaM6tKQNnG1lWQTEREREZ9Xv3ZopR27ZN+5nv+ewbrHzyYgoPxt5HNfmcPW5Mzi189MW6+E2wko4SYiIn5h8/4Mpq1OZNrqJJbvPHTEug4NoxjdpQFnd25I67ja3glQRERERMQHtY0/3D7OK3Bz9xdLee3KnifcZ2dKFoEBhobRYRhj+G7Z7iOSbQAb92XQ/KHJ3HtmG+48vTXBgeaYm91b9meQluOie5M6xcvcbluhhJ+/UcJNRER8krWW1XvSmLoqkWmrE9m4L6N4nTHQq2ldRnZqwMhODWhar5YXIxURERER8V2t4yJZ9a+RdP7nNAAmr9jL5BWT+fSmfgxqU/+Y7fen5zL4v7+U+fgvztzIizM3AvDomI7cNKgFALmuAka9PJucfPcx+7x8RQ/O69aoIm/HbyjhJiIiPqPAbVm0LYWpqxOZvjqJ3Yeyi9cFBRgGtK7PyE7xjOgYT1xkmBcjFRERERE5dVU1VULt0CBevKw79365rHjZ1e/9wbanR2OtJSPXxas/b+LbpbvZn55b4fM8/sMabhrUgkNZeTw3fcNxk20Af2w5oISbiIhIZcp1FTBv0wGmrU5kxpokDmTmFa8LDw7k9HaxjOzUgGHt44gOD/ZipCIiIiIilaMqyg6P7d6IPanZ/Hfq+uJlL83cyAszN5xwv4iQQEZ1aciDZ7dj1e5UbvxwEV/eehr9WtYDYNLyPfzp86XF2/+0Nonpq5P4ctHOUo8ZWAOGlBqrqWdLZYyJAlJTU1OJiorydjgiItVGVp6LX9btZ+rqRH5Zt4+MXFfxuujwYM7oEMfZnRowuE0s4SGBXoxUpGLS0tKIjo4GiLbWpnk7HjmW2nkiIuILej4+g5TMPKbfN4S28ZFVck5rLWc+/xub92eWus24Ya2598w2BAUGlOmYzR+aXOq6+KhQktJyaVw3nIt6NualnzaSUCecuQ8NL3fsvqCs7Tz1cBMRkSqRlefi53X7mLJyLz+v23dE9/L4qFDO6ujUY+vXMobgMv5jFxERERGR8jHGcOOgFvx9wqpS1sMDI9uV65ijujRgysrEY5YPbF2P/918WvHrRyc65yxZOqa6UsJNREQqTWbu4STbL+uPTLI1janFOZ0bMLJzA7o3rlMjZioSEREREfEF53VrxNb9mbw7ZytntI/j7Wt7c/nb81m47SDX9W9e7uO9dmVP9qfnMu6zpSzYllK8/P4RRybu+rWM4ZPft1MvIuRU34LPU8JNREQ8KjPXxU/r9jFlhZNky3UdmWQb1aUhY7o2pFOjqGOmDRcRERERkcoXGRbMI2M68siYjsXLPrqxL+k5LuKjyj85mTGGuKgwxt/en31pObw1awt9mtelV7O6R2wXU5hoq1dbCTcREZGTchW4mbMpmQlLdzNtdeIRPdma1XOSbKO7KMkmIiIiIlKSL9XVrxUSRK2QU08TxUWF8WiJRF5NpYSbiIhUiLWW1XvSmLB0N98t20NyxuHpw5sXJtlGKckmIiIiInJSai1XP0q4iYhIuexMyWLS8j18t2w3G5IyipfHRIRwbteGXNCzMd0aRyvJJiIiIiIiNZYSbiIiclI7U7KYsnIvU1buZfmu1OLlIUEBnNkhjgt7NGZou1jNLioiIiIiIoISbiIiUoqdKVn8uGovk1ccmWQLMHBay3qc3z2BkZ0bEB0e7MUoRUREREREfI8SbiIiUmzXQacn2+SViSzfeah4eYCBfi3qMbprQ0Z2akBsZKj3ghQREREREfFxSriJiNRwJ0uyjerakLOVZBMRERER8biiOUpV/rj6UcJNRKQG2peWw6Tle/h+xV4l2URERERERDxMCTcRkRoiM9fFtNWJTFi6m7mbknEX3k5Tkk1ERERERMSzlHATEanGXAVu5m4+wIQlu5i2Oons/ILidb2b1WVs90ac3bmhkmwiIiIiIiIepISbiEg1Y61l9Z40JizdzaTle9ifnlu8rkX9CC7okcD53RNoWq+WF6MUEREREZGaytqTb+PvlHATEakmdh/K5rtlu5mwZDcb92UUL4+JCOHcrg05v0cC3ZvUwagiq4iIiIiIT6gJiaeSDDXns4gSbiIifiwtJ58fV+5lwtLd/L4lpXh5SFAAIzrG8//t3XecXWWd+PHPMz3JTCa9zSQkISEhpJEECAgiIs0g3QIouvayuq4VcNVVUdj1J7K6KitgVxRRQKQIiNIDJCSEDum9l0kymXqf3x93MplJZtKmnDt3Pu/X675yz3POuff75Llz5p7vPOWiY8t481EDyc/NSTBKSTo4IYT+wBzgtBjj0oM4/m7g3CZFf48xvq2DwpMkqQN1n0RUd2HCTZK6mJq6FI++voE75q3iwVfWUVOXatw3c3Q/Ljq2nLMnDaF3UX6CUUrSoQkhDADuBkYewmnTgUnAyobt2nYOS5Ik6bCYcJOkLiDGyPwVW7lj3irufn41Wyr33FOOHVTMhdPKOH9qGWV9eiQYpSS1ye8bHjMP5uAQQjkQYowvdmhUkiRJh8GEmyRlsGWbdnLnvNXcOX8VSzbubCwfUFzI+VOHceGxZRwzrLfzsknKBh+NMS4OIdxwkMcfB+SGEFYCfUn3jvtEjHFLRwUoSZJ0sEy4SVKG2bKzhr++sIY7561i7rI994098nM565jBXDitnDcd2Z887yOlIAAAUtBJREFU52WTlEVijIsP8ZRxwFzgC0AK+DnwHeATLR0cQigECpsUlRxGmJIkSQfFhJskZYDqunoefmU9d8xbxT9eW09tfXq5opwAbxozgAuPLeOsY4bQq9DLtiQBxBivA67bvR1C+DJwO60k3ICrgK93QmiSJB202LBMqQNWso93bpKUkFQqMmfZFu6Yt5J7Fqyhoqqucd+Eob25aFoZ75gyjMG9ixKMUpK6jK3AgBBCYYyxuoX91wLXN9kuYc9iC5IkSe3KhJskdbKF63dw57xV3Dl/FSu37GosH1paxPlTy7jw2DLGDXGkkyTtTwjhduD/xRhnNxQdB6xtJdlGQ3l1k/M7PkhJktRtZU3CLYRwPvB9YATp+Tw+EGN8JYQwkfScHmOAm4Evxd19NiWpk2zcUc3dz6/mjnmrWLByW2N5cWEe50wcwoXTypg5qj85Od4ASlJTIYTewK4YY+1euxYA3w8hfBYYCHwL+HEnhydJktSirEi4hRCOJJ1U+zjwCPBD4OYQwltJr1j1N+A9wA+ADzQcK0kdqqq2ngdeXscdz63k0Tc2Up9K5/pzcwKnHjWQC48t44wJgynKz004UknKaAuAzwJ37lV+LXAE8CCwHvhJQ5kkSVLisiLhBhwNXB1jvA0ghPAT4H7gHKAU+FyMsTKEcDXwI0y4SeogqVTk2aWb+fNzq7j3hTVsr94zL9uU8lIuPLaMc6cMY0Bx4X5eRZK6rxhj2Gt7ZCvH1QIfanhIktSlOc4l+2RFwi3G+Ne9isYBC4EpwOwYY2VD+QJgQmuv43Lxkg7Xko07ueO5lfx5XvN52cr69OCiaWVccGwZRw4sTjBCSZIkSZnG+a6yV1Yk3JoKIRQAXyA9n9toYMnufTHGGEKoDyH0jTFuaeF0l4uXdNC2Vtbw1wVr+PNzK3lu+dbG8uLCPGZNGspF08o4bmQ/52WTJEmSpCa6Q6Ix6xJuwDXADuCnDc/3XqmqCugJtJRwc7l4SftVU5fikdc38OfnVvL3V9ZTU58CICfAm48ayEXTyjnj6MH0KHBeNkmSJElqqjstEp5VCbcQwhmkF06YGWOsDSFsBibudVgJUNPS+S4XL6klMUZeWLWNPz+3ir88v5rNO/dcQo4e2puLp5Vx3pRhDOpdlGCUkiRJkqRMkTUJtxDCaOC3wCdijC83FD8LfLjJMSNJz9G2udMDlNTlrN66izvnr+LPz61i4fodjeUDSwq5YOowLjy2nAnDeicYoSRJkiRlj8ff2Mh7b3ma984cwTUXTEo6nDbJioRbCKEH8FfSy8XfFULYPTP5Y0BpCOGKGOOvgCuBh2KM9clEKinT7ayu4/4X1/LneSt5ctEmYsPkAoV5OZx1zBAumlbGyWMGkJebk2ygkiRJkrq+hvuN7jbCbuH6HcQY96n3e295GoDfzF7OuMElvO/EkQlE1z6yIuEGnAUc3fD4SJPyUcBHgd+FEL4L5AKndn54kjJZKhWZvWQTt89dyf0vrqWyZk9O/oRR/bh4WjnnTBpCSVF+glFKkiRJUvb403OruPDYMmrqUvQoyGXttqpm+79610t8868v89iX3sqQ0q43fU9WJNxijHcCraWDl4YQxgIzgCdjjBs6LTBJGW3pxp386bmV/Pm5VazauquxfNSAXlx0bBkXHFvG8H49E4xQkiRJkrLTF/74PF/44/MAzPvqGVz04yf2Oaa2PjLz2r+z9LpZnR1em2VFwu1AYoyrgFVJxyEpeRVVtdyzYA1/mruSOcv2LFZcUpTHuZOHccn0cqaN6NPtunRLkiRJUlKmX/MgqYbhtaeMHcBjb2xs3Ffet0dCUbVNt0i4Sere6lORxxdu5E9zV/K3l9ZSXZcCICfAKWMHcsn0cs6YMJii/NyEI5UkSZKk7md3sg3ghndPpX9xIfNXbOWCHz3Byi27+OOcFVw0rZzcnK7TMcKEm6SstXD9dm6fu4o75q1kXUV1Y/nYQcVcMr2cC44tY3DvrjcXgCRJkqTs0nXSSO3nqnPGc9yoflz04ydb3J/XJLn2xdsX8MXbF3SpoaUm3CRlla2VNdz9/Gpuf24Vz6/Y2ljep2c+508ZxsXTy5lUVuqQUUmSJEmJiwc+JGu9acwARvRvfc7sY4b13qespZVNM5UJN0ldXm19ikdf38CfnlvJQy+vp6Y+PWQ0Nydw2rj0kNHTxg+iMM8ho5IkSZKUKYoL8jiif0+WbarcZ18IgaXXzWLusi1c/JN0L7g/zlnJu44b3tlhHhYTbpK6rFfWVPCnuSu5c/4qNu6oaSw/emhvLplezvlThzGguDDBCCVJkiRJu63dVtX4vC4VyckJPPjvp/Kde1/hF08uBaBPz4Jm55T12bNowpom52c6E26SupRNO6q5a/5qbp+7kpfXVDSW9+9VwPlTy7h4ehnHDCtNMEJJkiRJUktqG0YjAVRW1wFQkJfD5888itPGD+KUMQPI2WthhCGle+bd/vXspXzqtCPJy83pnIDbwISbpIxXV5/in69t4A9zVvCPV9dT17CETX5u4PTxg7lkejmnjhtIfhe46EqSJElSd3XBsWV88fYFACzfXMlJDeUlRfmcetTAA56/cUcNv3hyKR8+ZXQHRtk+TLhJyliLN+zgtjkr+dNzK9mwfc8qo5PLS7lkejnvmDyMvr0K9vMKkiRJkpS5Ykx3Jugi6wC0WdNOEiePHXBYr7F8877zvWUiE26SMkplTR33LFjDH+es5JmlmxvL+/cq4MJjy3jXccM5anBJghFKkiRJkg7XK988m4qqWgb3LjrwwQ1KCvPY3jAEdWhpjwMcnRlMuElKXIyR+Su2ctucFdz9/Bp2NFxIcwKcetRA3n3ccN46fjAFeQ4ZlSRJkqSurEdBLj0Kcg/pnHlfO4MxX7kPSN8nbqus5dE3NpCbEzjrmCHk5mReF0ETbpISs2lHNXfMW8Vtc1bw+rodjeVH9O/Ju2YM5+Jp5c0myJQkSZIkdT95uTnMmjSUe15Yw7X3vcq1973auO8TbzmSL589PsHoWmbCTVKnqk9FHn1jA7c9u4KHXllHbX16zoLCvBzePmko75oxnBNG9dtnZRpJkiRJUjfWyi3iT/65iNVbd3HX/NWcOWEwN7xnKj0Lkk93JR+BpG5h+aZKbpuzgtvnrmRtRVVj+eTyUt41YzjnTR1G76L8BCOUJEmSpGSE1rJJavT04s3Ntgtyc6ipTwFw1/zVADzw8jomfO1v3POZk5kwtDchwdUoTLhJ6jBVtfXc/+Ja/vDsCp5avKmxvE/P/PQCCDOGc/TQ3glGKEmSJEnJiUkH0IVs3FHd+PzCY8v4xvnH8I4fPs6yTfuuWjrrB4+z9LpZnRnePky4SWpXMUZeXFXBH+Ys5675q9lelV4AIQQ4ecwA3n3ccM6YMJjCvEObJFOSJEmSpGGlRXz/3VMBmD6ib4sJtxNH9+/kqPZlwk1Su9haWcOd81bxhzkreWVNRWN5WZ8evHNGOZdML6e8b88EI5QkSZIkdVW//tDx/PTRxVx70aTGss+deRQPvLyOoaVF3PGpN1FcmMeumvpDXgW1I5hwk3TYYow8tXgTtz6zgr+9uLZx/HxBXg5nHTOEd88YzklH9ncBBEmSJElSm5wydiCnjB3YrKy8b09e/MZZzcoyIdkGJtwkHYZNO6q5fe5Kfv/sCpZs3NlYPmFob9593HDOnzqMPj0LEoxQkiRJkrqOBOf2Vwcx4SbpoKRSkdmLN/G7Z5bzt5fWUlufnt6zV0Eu5x9bxqXHjWBSeWnCUUqSJEmSlDwTbpL2a+Pu3mzPLGdpk8kop5SXcunxI3jHlGH0KvRSIkmSJEmHKrpMadbyLlnSPlKpyJOLNnHrM8t54OU9vdmKC/O44NhhvOe4EUwsszebJEmSJEktMeEmqdGG7bvnZlvebGnlKcP7cPnxI5g1eai92SRJkiRJOgDvnKVuLpWKPLFoY7o320vrqEule7OVFOZxwbFlvOf44RwzzN5skiRJkiQdLBNuUje1fnsVf5yT7s22YvOuxvJjR/Th0uNHcO7kofQs8BIhSZIkSdKh8m5a6kZSqcjjC9O92R58uXlvtgunlfGe40YwYVjvhKOUJEmSpO4h4qoJ2cqEm9QNrK+o4o9zV3LrM8tZuWVPb7ZpDb3ZZtmbTZIkSZKkduMdtpSl6upTPPbGRn7/7HIeemU99bt7sxXlcdGxZVx6wgjGD7E3myRJkiRJ7c2Em5RFYoy8uKqCP89byd3Pr2bjjprGfdOP6JvuzTZpKD0KchOMUpIkSZKk7GbCTcoCq7bu4s55q7hj3ioWrt/RWN6vVwHnTRnGpcePYNyQkgQjlCRJkiS1JoSkI1B7M+EmdVEVVbXc/8Ja7pi3itlLNhEb5tosyMvhjAmDuejYMt581EDyc3OSDVSSJEmSpG7GhJvUhVTV1vPP19Zz57zVPPzaemrqUo37ThjVj4umlXHOpKH0LspPMEpJkiRJ0sGILlKatTI64RZCKABqgRBjTB3oeCkb1aciTy/exJ3zV3Hfi2vZXlXXuG/soGIuOLaM86cOo7xvzwSjlCRJkiRJu2Vcwi2EUAJ8Dzgf6A9MA+4PIbwjxjg30eCkThJj5KXVFdw5bxV3L1jNuorqxn1DS4s4b8owzp9axtFDSwgO9pckSZIkKaNkXMIN+DnQE7gCuA3YBvwQ+BEwM8G4pA63bNNO7pq/mrvmr2LRhp2N5b2L8pg1eSjnTy3j+JH9yMkxySZJkiRJUqbKxITb24CJMcaVIYQUEIFfA1cnG5bUMbZW1nD386v587xVzFu+tbG8MC+Htx09mPOnDuPUcQMpzMtNLkhJkiRJUodx5FL2ycSE26vA+4Fvk062ReBE4KUkg5LaU119iscWbuT2OSt58OV11NSnpyjMCfCmMQM4f2oZZx0zmBIXP5AkSZKkrOWaCdkrExNunwbuDSF8EigB/gAcAZyXaFRSO1i4fge3z13JHfNWNpuX7eihvbl4WhnnTRnGoN5FCUYoSZIkSZLaKuMSbjHGZ0MIY4B3AMOAlcA9McZtyUYmHZ76VOTBl9fxs8eX8MzSzY3lfXvmc/7UMt45o5xjhpUmGKEkSZIkSWpPGZdwCyGMaHj6aJPi0hBCaYxxeRIxSYdjR3Udf5yzgp8/sZTlmysByM0JnDZuIJdML+et4wdTkJeTcJSSJEmSJKm9ZVzCDVhKehhzYN/hzM4ar4y3ausufvnkUm59Zjnbq+oA6NMzn8tPGMEVJ45ksENGJUmSJElNuGRC9sm4hFuMsbHLTwihB3Ac8HXgW4kFJR2EFZsr+f6Dr3PX86upT6VzxaMH9uKDbxrFxdPK6VFgvliSJEmSpO4g4xJuTcUYdwGPhhDOIz3EdHrCIUn72Lyzhv99eCG/mb2scbXRN43pz4dOHsVbjhpETo5/q5AkSZIktcBlSrNWRifcmhgEDE06CKmpypo6fvb4Em58ZDE7qtNDR08ZO4AvnjWOyeV9kg1OkiRJkiQlJuMSbiGEJTTP8eaSTrbdcBDn9gfmAKfFGJc2lP0Q+Ncmhy2KMY5pr3jVPT308jq+eteLrNlWBcDEst58+ezxnDJ2YMKRSZIkSZKkpGVcwg34wF7bEVgZY1y8v5NCCAOAu4GRe+2aDswCnmzYrm97iOqu1ldU8Z93v8S9L6wFoLxvD7509njOnTTUoaOSJEmSJAnIwIRbjPGRwzz19w2PmbsLQgh5wETg0RjjjnYIT91UKhW59dnlXHffq2yvqiM3J/CRU0bzb6ePdTEESZIkSVKbBPtvZJ2MS7i1wUdjjItDCDc0KZtEenXd+SGEMuCRhuOWt/QCIYRCoLBJUUlHBauu441127nqzy8wZ9kWAKaUl3LtRZOZMKx3wpFJkiRJkqRMlDUJt1aGnE4AXgI+DWwEfgD8H3BOKy9zFfD1DglQXU5VbT0//ucifvLPhdTWR3oW5PLFs8ZxxYkjyXX4qCRJkiSpjaLLlGatjEi4hRBS7H8x3ADEGOMhjd2LMf4W+G2T9/lXYHEIoXeMsaKFU64Frm+yXQKsPJT3VHaYvXgTV9/xAos37ATg9PGD+OYFEynr0yPhyCRJkiRJUqbLiIQbMKqT3mcrkEN61dN9Em4xxmqgevd2cBB1t7OtspZr73uF3z+7AoCBJYV847xjOGfiED8PkiRJkiTpoGREwi3GuKwjXjeEcD0wO8Z4W0PRcUAKWNER76euK8bIXxes4Rt3v8zGHemc62UnjODLZ4+ntEd+wtFJkiRJkrJZwA4e2SYjEm4daD7w7RDCWtJ1/SHwixhjZaJRKaNU19Xzudue554FawAYM6iYay+axHEj+yUcmSRJUmZKpSI19SmK8l2tXZKklnSZhFsIYWCMccOhnBNj/FUI4WjgLmA7cAdwdUfEp65pV009H/vNXB59fQP5uYF/PW0sH3/LaArz/PIoSZLUmtFX3wvAbR87keNH+UdKSTpc0TUTslbGJdxCCBOA7wJHAbuzHgEYBhQe6PwYY9hr+yrSq49KzeyoruPDv3yW2Ys30yM/l5vfP4M3jRmQdFiSJEldxqdvfY6nr35b0mFIkpRxcpIOoAU/B94AHgXmAp8CqoArkwxK2WXbrlred8vTzF68meLCPH71oeNNtkmSJB2E2KQ7xuTyPskFIklSBsu4Hm7AROAdpFcu/WGM8b4QQgXwY+D7iUamrLB5Zw3vu+VpXlpdQWmPfH71weOZMrxP0mFJkiR1CfWpPQm3Hs7hJkntIrhmQtbJxB5urwMfBJ4HjgwhDADWk07ASW2yvqKK9/z0KV5aXcGA4gJ+/9GZJtskScoQIYT+IYQlIYSRB3n8qSGEV0IIG0MIn+vg8NSgrknCLccbREmSWpSJPdw+A/wR+BlwC7AYiKQXPpAO2+qtu7j85qdZsnEng3sX8tsPz2TMoOKkw5IkSUDDH1nvBkYe5PEDgb8A3wNuBX4fQpgXY/xHhwXZTS3ZuJPfzF7GLY8vAeCXHzy+cV+OXTIkSWpRxiXcYoyPhRCGNjz/UgjhHqAYuD/ZyNSVLdu0k8tueppVW3dR3rcHv/vwTEb075l0WJIkaY/fNzxmHuTxlwNrgG/FGGMI4ZvAhwATbu3s3f/3FOu3Vzduv/9nz+zZab5NktrERUqzV8Yl3EII/WOMm3ZvxxgfSTIedX0L1+/g8ptns66imlEDevHbD5/AsD49kg5LkiQ199EY4+IQwg0HefwU4OG4Zwb/Z4BrWzs4hFBI8xXvSw4rym6oabJtb/ZwkySpZZk4h9vKEMLfQwif3N3TTTpcr6/bznt++hTrKqo5anAxf/jYTJNtkiRloBjj4kM8pTewpMl2BVC2n+OvArY1eaw8xPdTC5zDTZKklmViwm0I8BNgGjA7hPB4COHfQwhHJByXupjX1m7n0p/OZuOOGiYM7c3vP3oig0qKkg5LkiS1jzqgaderKmB/80VcC5Q2eZR3XGiSJB0a/36RfTJuSGmMcRtwe8ODEMJE0n+R/H+A647roLyypoLLb36azTtrmFjWm9986AT69CxIOixJktR+NgMDm2yXADWtHRxjrKZJgi44FLJdpJx8SJKkFmViDzdCCL1DCBeHEG4mvVpVf+DjCYelLuLl1RVcdtNsNu+sYVJZKb/90EyTbZIkZZ9nab7AwlRgVTKhdB9nHzOk2XY04SZJUosyLuEWQniU9Jel9wOPAcfGGM+OMd6UbGTqCl5avY3Lbp7NlspappSX8psPn0Bpz/ykw5IkSYep4Q+xLf0y/wtwcgjhtBBCHvAF4G+dG133M25ICUuvm8XVbx8PQDTjJklt4nU0e2Vcwg24ERgWYzwvxvjLGOPWpANS1/Diqm1cdtPTbK2sZerwPvz6wydQ2sNkmyRJXdwCYNbehTHGjcDnSSfZ1gATgWs6N7Tu4YRR/Rqff/ZtYwEIDbMNeZsoSVLLMi7hFmP8XYxxe2v7QwizXb1Ue3th5TYuu2k223bVcuyIPvzqQ8fTu8hkmyRJXU2MMcQYlzbZHhljvLOVY38MTAA+CEyOMa7rlCC7meH90mtRfPns8Y1z3+2eAi9lzwxJah9OLZp1Mm7RhIMwDjCTokbPr9jK+255moqqOqYf0Zdf/MtxlJhskySpW4gxLgQWJh1HNtudU2u6zsTuxJv5NkmSWtYVE25So/kNybbtVXXMOKIvv/jg8RQX+rGWJEnqSDkNyTfzbZIktSzjhpRKB+uFldsak23Hj+xnsk2SJKmT7O7s5pBSSWobr6LZy+yEuqSXV1fw3ibJtp//y3H0MtkmSZLUrlKpyP0vrtmnPMcubpIk7VdX7OHmr/Vu7o1123nvLU83LpDwM5NtkiRJHeLBV9axs6YeaD6ftz3cJEnav66YcHPtjm5s8YYdXHbz02zeWcOkslJ+8S8OI5UkSeoor67Z3vIOF02QpHYVTHVknYzPVIQQBsUY1+/ejjH2TTIeJWfZpp1cdtPTbNhezfghJfz6Q8dT2sPVSCVJkjrK0D5Fjc/rm2TX9owoNeMmSVJLMq6HWwhhQgjhuRDCOxuK/h5CeCmEcFSigSlRK7dUctlNT7O2ooqxg4r57YdPoE/PgqTDkiRJymoFuXtuF/720rrG5zuq6vYpkyRJe2Rcwg34P+Bh4IGG7ZnA3cCNiUWkRK3dVsVlNz3Nqq27GD2gF7/9yAn0Ly5MOixJkqSsV5S/53bh06eNaXy+fHNl4/Nlm3Z2akySlE0cmp+9MjHhNhX4XoxxG0CMcSfwQ2B6kkEpGUs27uRd//cUyzdXMqJfT373kZkMKik68ImSJElqs9AwV9ugkkLeNmFwY/mV54xvfP7y6opOj0uSpEyXiQm3F4D37VX2PuClBGJRguYt38LFP3mS5ZsrGd6vB7/7yAkMKTXZJkmS1BlSqci85VsBGN6vZ7N9JUX5nHRkfwBq6lOdHZokZZ3gmglZJxMXTfgUcF8I4f3AUmAU0Bc4O8mg1Ln+/so6PvW756iqTTG5vJRb3n8cA0scRipJktRZfvLIIm58ZFGr+wvy0n+7r6lrW8Lt+gde4wcPL+Ttk4bw1XMnMLS0R+O+uvoU9TFSmJfbpveQJKmzZVzCLcY4L4QwFjgXKAd+DdwTY2xlTXJlm7+9tJZP/fY56lKR08YN5H8vm0avwoz7qEqSJGW17/7ttcbnc5dt2Wf/P1/bAMC1973KO2cMP+z3+cHDCwG494W13PvCWq5++3j69izgi7cvaHbcN847htPGDWJQ70IKcnPIybE7iCQpc2VkFqMhuXZr0nGo8zVNtp03ZRjfe9cU8nMzceSzJEmSADbvrGnX1/vOva+2WP71v7zE15vMMlOUn0NVbbp33bEj+pCXE8jPzaEoP5cYIxGoT0WKC/MYNaAXpx89iOlH9GvXWCVJak1GJtzUPd3/4lr+9XfpZNv5U4fxvXdOIc9kmyRJUqfb0iSJdv7UYVz/rqn7HHP+1GHcNX81YwcVt+m9Sory2F5VR25OoD518Mv17U62AY1zze3Pj/+5iNevOadxKKwkSR0pIxJuIYR6oG+MsSKEkAL2/k0bgBhjdPKGLGWyTZIkKXOs217V+PyGd09tXK20qTeNGcBd81fzxvodrNxSSXnfnvsccyge+typDC0t4u3/8xiLN+5sLBszqJhUKpKTE6iuq6e2PlJdW8+O6jqWbqqkPpWirj5Sn4rsqK4jFSMhBAKwo7qOFZt38bMnlgBQWVNHQV5Bm+KUJOlgZETCDRgdY9y9nvioRCNRpzPZJkmSlJkGFBe0mGwDiHHP38g//pu5/PXTp7T5/Yryc3ng39/MNfe8wuTyUsY09J7bPV9bYV4uhXlQXJhH/+JCjujf64CvWVefaky4SVKmclbK7JMRCbcY47KWniv77Z1su/5dU8l1AlxJkqSMt3rrnl5wL66q4PkVW5kyvE+bXzcvN4f/PO+YNr+OJElJshuREvOP19bz6VtNtkmSJHVFH3nz6Gbb5//oCVZsrkwoGkmSMosJNyVi9uJNfPzXc6mtj8yaPNRkmyRJUhdTXJjH9e+a0qzsF08uTSYYSeqCmg7NV/Yx4aZO9/yKrXz4l3Oorktx+vhB3PBuk22SJEld0d7f4W553LnSJEkCE27qZMs3VfIvv3iWHdV1nDi6Pz+6fBr5LpAgSZKUofb/R9GcVhZUkCQdmtYWqFHXZaZDnWZbZS0f+MUzbN5Zw8Sy3tz8/hkU5ecmHZYkSZL2crCjnEy4SZLUMhNu6hQ1dSk+9ps5LN6wk6GlRdzy/uPoVZgRi+RKkiTpMPUs2PePp3fOW5VAJO1je1Utr6ypSDoMSVIWMOGmDhdj5Kt3vsjsxZvpVZDLzz5wHIN7FyUdliRJktropDH99yn77B/ms3D99gSiabt33vgU5/zPY/zg728kHYqUmAdfXsdX7niBbZW1SYcidWkm3NTh/vDsCv4wZwU5Af738mkcPbR30iFJkiSpHRTm5ba4+NXbrn80gWgO3qtrK7hrfvOeeOf/6AleXZtOFF7/4OtJhCUl7rnlW/jIr+bw26eX895bnk46nKznIqXZzTF96lAvrtrG1/7yEgCfP3Mcp40blHBEkiRJOlgHM0Xbbz50ApfeNHuf8pFX3sOtH5nJiUfu2wsuaWff8BgA//b7+ckGImWYZ5dsbnz+wqptCUZyeGKM1KcieV1wYT5nxMw+Xe9TqC5jW2Utn/jtXGrqUpw+fhCfOPXIpEOSJElSOzvxyP78+kPHt7ivpURcV/HVO19MOgSp0+099U/M8C5Y2yprSaXSMa7fXsWoq+5lzFfuY/XWXQlHJtnDTR3oqjsWsGLzLob368H175pKTgvDDSRJktT19S7Kb3XfyCvvAaAgL4fiwjzu+czJ3PjPRVw4rZypw/t0UoSte+/MEYwaUEyfHvmMH1rCrB88DsCvZy/jqCElvG/mEQlHKCVn2aZKRg7olXQYjapq67n7+dWcOm4gW3bWctYN6eHrC/7zTP79D/Mbjzvpuoe56YoZnDFhcEKRSibc1EGeXLSRe19YS25O4CeXT6e0Z+tfwiRJkpRZ/vL8agA2bK8+qOOnDO/Djy6bxtNLNvGrp5a1eExNXYrNdTWceO3DAPzyqWUsvW5W+wR8iEb068nyzZX86RMnMf2Ivs32/fclk/nS7QuAdC83E27qzt7y//7JuZOHsnrrLi6ZPpzLThiRaDw3PrKIGx7ad1GTU/7rH5y5V3LtN7OXmXBToky4qd3VpyLX/PUVAC4/YQQTy0oTjkiSJEkHa9YPHuOl1RWHft7koZx1zOBWE26Z4H23PMMZEwazfHMl0PIcde+aMZyyPj24/OanW1wQQspmkX2HkP51wRoAnlu+NfGE2ytrWr425eUEhpY2Hw7bu0fzTh83P7aYa+55ZZ9zf3jpsYwbUsLYQcWEg5m4sh1l9oBdtZVzuKnd/WnuSl5eU0FJUR6ffdtRSYcjSZKkg7R+e1WzZNspYwcc0vl5uTm8fs05fPGsce0dWrt4YdW2ZiuQtnZrPXZQMZD581dJ3c1xI/s1255cnu7csWlnDQ+8vK7V81Kp2GKyDeDTt87jzO8/yi2PLzng+1fW1Hld0EHLqoRbCKF/CGFJCGFkk7KJIYRnQwhbQgjfDZ2dsu5mdlTX8d0HXgPg304fS79eBQlHJEmSpINVsauu2fZP3zfjkF+jIC+Hi6eVNyv75vnHsPDb5zB+SEmb4mtvPQsc8CO15JSxA3jm6tN58Rtn8adPnAhAaY/MmSbogqnDWHrdLH72geMay15du73V45ds2nnA12wtIbfbl25/nglf+xujrrqXqtr6gw/2IJmpyD5Zk3ALIQwA/gqMbFJWCNwNzAVmABOADyQQXrfxf48sYsP2ao7o35P3neh8F5IkSZkslYoc87X7OfuGR9laWcPuAU6lPfJZet0sehTkHtbr7n3jmJsTyMvN4f7Pvpmf/0v6BnlSJ0070vTv7Q997lS+df4xAEwpL2X0wFYmg284JZLu5TZ78SYWb9jRwZFKmWVQ7yKKC/Po0zPzOlHs/rkeUFzIrElDm+1raST4rpo9CbIrzxnPLe+fwdVvH7/PcSOvvIeRV97DZTfNZuSV9/Diqm0A3PDQ69w2Z2XjcTc+sqg9qqEsl01/0vl9w2Nmk7JzgFLgczHGyhDC1cCPgJ8nEF/WW7V1Fz99dDEAV51zNIV5h/cFTZIkSR3j9XXbueWxJXzl3KPpXZTP+K/dT01dilfXbmfqNx/kwX9/M9DyDeuh2Pv03CZJr5yG56lOGpaVmxP4waXHUl1bz5hBxYwZVMzF08sPqndbjDDqqnsbt48f1Y/bPnZiR4YrZaxMGErZUggfeNNI7nlhTeP22ROHcO8La5sds7tH2hH9e/LxU48E4C3jBvGde19t8X2eXLQJgHN/+DgTy3rz4qrmc8f9z9/f4JSxA/dZdEVqKpsSbh+NMS4OIdzQpGwKMDvGWNmwvYB0L7cWNfSIK2xSlFl93jPcf9//KtV1KU4Y1Y+zjnE1GEmSpEyyq6aeM7//KADPr9zKTVfMoKYu1eyYmvr0dnvPwpKT0zThlv431Yn37udNGdZs+3CHkj6zZDM7qusoLsym2yhpj5YSWrt/epNOt+2qqW9cNKHpFeq4kf2461NvYtPOaiaWlXLPgjXc+8Ja7n5+NVW19azYXMmHTh4FQFGTTiG5OYEX/vNMJv3nA/t9372TbZD+f7r4J08C8O4Zw/mvSya3sXbKRlnzmyLGuLiF4t7AkibHxBBCfQihb4xxSwvHXwV8vaNizGbzlm/hrvmrCQG+eu6ETl/dRZIkqbupT8VDWkXzjfV75jd6de12Hl+4cZ9jLvnJU0DriwkctL2HlLbQwy0Tesu0JuxVgYK8nMbkZH1nZgqlDNB4b9fw0a+rT/HEok2cMKofRfmdM6rpqUWbuPSm2a3unzK8T4vlDzYspPDF2xcAUJjffFatkqL08HmANdt20SM/l6nffLDV9xk7qJg31jcfXv6HOSsOO+GWyddBtV3WzOHWijqgeq+yKqBnK8dfS3oI6u5HeSvHqYkY96z4cvG0ciZ20nwckiRJ3dUb67Zz5NX3MvLKew568u4126qabV/15xcan++eDH1Xw2u1999Omw4f3f3Sr67dzvrtVeysrmv5pAxy7YWTkg5BSkzTy8Fra7cz5iv38f6fPcOHfzmn02J49I0NzbZbS7AdyIKV21rdN7S0B316FjDvq2fw0/dNZ+G3z+GxL53W7JhhfXrsc97uVY3bau9Ev7q+rOnh1orNwMS9ykqAmpYOjjFW0yRBZy+tg/PXBWuYu2wLPfJzM3YJeEmSpGzStHfa00s2c+pRA1s9tqYuxdptVXzs13Nb3H/MsN78x6wJe/Ueadv34Jy9vkcPKS1qfL5q667G58d/++9tep+OsvdtwMCSwpYPlLqR7dV1nHXDo43bTa9DqVRk665a+vXq2AUWzpsyjP+YdTSDehcd+OAW9D+I+Pr2KuDMY4YAUN63B8WFeeyoriME+PaFEynv25OauhR3zFvJl//0AuV9903CSZD9CbdngQ/v3gghjCQ9R9vmpALKNlW19Vx3X3qiyY+feiSDD/PCJ0mSpINXUpTf+Ly6hR5uq7buIjcE+vTMZ/xX79/va9343ukM79eTsj49GpNhbV00oX+vAi6eVs6yTTv5yJtHc8rYPQnBU8e1nBwc1idzv0fOHN0/6RCkTtW088n++qGccf0jfOTNo/lSw5BNgCXXvp0QAjV1KSKRGGkcerpg5VbWVVQzc3S/ZtexA9ndSXZgSeFhJ9sAPnvGUYd0fAiBF79x1j7lBXk5+/xhQdpbtifcHgVKQwhXxBh/BVwJPBRjPLh+9zqgWx5fwqqtuxhaWsRH3zw66XAkSZK6nb2nFKuqredt33uEXbX1XHvRvkMhb/3ITGaO7rfPaI6m88G19T4yhMD33jWlxX2DSprfLH/7womcO2lYRq1w33TOuVPGDmj3IbZSpmppSrH9/Wy+sX5Hs2QbNF/Zd3+WXPt2nlq0iX7FBYwf0vugzjmcH8Xnv3YmpT3zqatPkZeb7bNqKZNkdcItxlgXQvgo8LsQwneBXODUhMPKGuu3V/HjfywE4Mtnj6dHQeZ8SZIkSeouUnvdIa/YXNk4F9t/3/9qs33/856pnHhky721miXcOnguobn/8TamX/MQ7505gstPOKJD3+tw9O1VwDHDevPS6go++7ZD6xEjtdW85Vu48MdP0rMgl/zcHPJzAxt31PC2owfzxvrt9O2ZHha5bVcta7dV8cGTR/LFs8Z3WDxDSot46/hBPPzqegBu+9iJXP/ga8xe3LaBY3sn5v7w0ZmcMLo/KzZX8tgbG1m7bRc/eHhhm94DIKchx9ZRyba2LHvgkgnZLesSbjHGsNf2nSGEscAM4MkY44aWz9Sh+t7fXmdnTT1ThvfZZ6l1SZIktY8d1XVc8KMnGDuomP+9bBq5OYFdNXsWGmiacPvHq+v5l18827i9pbK28fl5U4bxjsmtf2dr2ouro3t09S8uZNF33n5Iq6x2tns+c0rj89r6VIKRtK9DXd1Wne+Pc1cCUFlTD+wZnPXQK+kVN5dtqmx2/M8eX9qhCTeAn33guGbbv//oiUB67rZUTH+mFqzcxs7qOp5avIldNfUMKCnkxNH9yc0JLNtUyYKVW+nbq6BxSqK9vfunra9CutuEYQfuCddZC38657sOJOsSbi2JMa4CViUdRzZ5cdU2bpu7AoCvnTuBHH9pS5IkdYj5y7eycP0OFq7fwX//7VWuOudovnrXS437dw8pnbN0c7NkW1OfOX0snzvA3EVbdu5ZV2zvFU07gkmfzrdtVy1vu/4RcgIM6V3E8w0rNk4s683X33EMx43sl3CE2SOVis3ukTbtqKY+FQkhsG1XDVW1KUKAvJwcehbksm1XLTur69hRXceSDTsBeMu4gfzHrAm8uraCTTtqyMsNFOblsq6iirGDinlt7Xa+9+DrFBe1/239wf505uQEchqO3r1y6EljBuxz3MSyUmZNHgpAZXUd9764Fkiv8DmopJBfPrWsxdeffkRfrjjxCKYO70OP/NyDmr/tmSVddMp2L4lZp1sk3NS+Yox8868vEyO8Y8owph/RN+mQJEmSslavwj3TdizesJPKJr3bIP3dDOCSG59q9TXeN/PAwzab9oZTdlq0YQcbtlcDsK6iurH8xVUVvPPGp8jPDfQuyqcuFampS/fqy80JhAAnjxnAjy+fRgiBGCOVNfVs3lnD+u1V3P38GiqqanlmyWZmHNGX2lTkxNH9KevTg7zcQHFhHqu3VrF0006K8nMpys9h9IDifYY3V9bUcduzK6hLRU4/ejBDS4vIywltGgr400cXMXvxZmrrU1TXpqiqq+fFVdv4/JnjKMzL4eSxAxjZvxdF+bn79P6rb+i9ld/K+1fX1fPd+1/jtjkrKMjLpaauntr6SE19ivpUJCfQuMLl3nMtHoxTjxrImEHFjBlU3OL+Ef178r0HX2+8BnQVnztzHJ87c1yzsjcfNZCnFm3ijAmDqaiq421HDzrsHmRnHjOY+19a2x6hSm1iwk2H7M/PreKZJZvpkZ/Ll88ed+ATJEmS1C7GDCpmwtf+1qysvoU7+YElhRw1uJjeRfl858JJ9O1VcEjv88sPHt+mONVxfvv0Mm57dgXFRXmcO3kYlx4/4rBe50eXTWP24k38evaenkW19ZFNTXo6NnXfi2u5/OanWb65kpVbdrX6urv33bNgzQFj6N+rgCnD+1CQm0NlbT2Pvr5n9p9r7nml2bEXTyunqraegrwcRvbvRa/CXGrrI6+treD8Y8sYN7gEgOq6FIV5OeTmBHZU1/Gde1sevvjdv72239gK83Kobkg6HjmwFyce2Z9dNSm27arhoVfWM2V4H55fsbXJGXX7vEYqQkXVvuW9i/L2KR9UUkhxYR69CvMoLsxjaGlRY4+w1uQ1TE62cUcNv3t6Oe+YMvSgVv6MMVJRVcf9L67hrGOG0KfnnutDUqm7048ezOlHD26X1zp5rx52PfIzc67x+lRs8fqt7GHCTYdka2UN3743/cvvM6ePpbxvz4QjkiRJ6j5aujm794W1vGPKMEb068nyzem5nd46bhD/dcnkQ3rtZ75yOnc/v4Z/OWmk04VksB/8/Y3G3mlPLNzETY8tZvGGnXzjvGMY0a8nJUV5FOWnhyj+/ImlFObnULGrls07a3hpdQUAw/v1YNbkocyaPJRvXTCRVCqyetuudO+sunTvrJKGYYqpGDn1u/8E4MlFm/aJZ0BxAeV905+9oaVFvLS6gqnD+1CQl8P85Vvp0zOfgrwcCvNy2FJZy5EDe/Hs0i0AbNpZ0zgR/4H86bmVre67c/7qA55//bumkJsT+Mer69lVW8/cZVvZuKO61eN3J9sAFm3YyaKGYZ67NU+2wS3vn8ER/XtRmJdDfm4OqRjZXlVHbk6gMC+HgrwcivJyKczPoaghAVRdV09+Tg4hHN58YCVNhpJefccL/Pm5lXzm9LHUpVIcNbik2b1aTV2Knz66iGWbKhvniAP4zezl3P3pkw/5vTNZ314FDCopZP32ar5z4aQOX5n0cDoYxhh583//g1VbW09eq+sz4aZD8l/3v8bmnTWMHVTMh04elXQ4kiRJ3Upd/b53dg+9so6xX7mvcbtHfi5fP2/CIb/2oJIiv991AXvnXBc3JIK+/peXWji6ZSs2N7/Jz8kJ+/1D+p2fehMPv7KO6roU5f16snVnDedOGcaoAb0OPvAmNu+s4fGFG0mlItV19dTUpVixZRd5OYGJZaW86cgBVFTV0rson7sXrGb11l3MXryJoaU9uOeFNeTmBN4xeSiPL9xIUX4uG7ZXNyY9aur3DIXdnaA+ffwgLppWDsD5U8sa46ipS7Fw/Q769Ez3CsvLDayvqCYvN9CrII+cnMBvZy+jtj5Fj4I8ehbk0iM/lx3VdWzeWcOU4X3o0yOfE4/s3+qw0/0pzGtbz6vBvYv4zoWTuPqOFwCYs2wLV/zsmcb9ZX160KMgl4Xrd7T6Gi+s2tZieVdeDyA/N4dHvnga9TFSXNhxKY+2/BelIvsk2/L8Q0fWMeGmg/bc8i3c+sxyAK65YCIFeR37lwJJkiQ197MnlhzwmKvePp6eBX7Nz1a9i/LYsL2aS48fQe+iPGYv2czzK7YyubyUypp6tlbWkpcTWFuxZ+GLL589nkdeX8/sxenJ5N8ybuAhvefU4X2Y2jAhfnvo16uA86a0vmIuQGlDEuy9e80/+KODeP3a+hR5OYEYobK2nl4FLSe2CvJy9ln1clBJ80n5v3R2x67+2VaXnTCCyeWlfOGPz1OXSs8398qadE/G1npPvXX8oGY9C7dW1rC1spa5y7aweWfrvf66kh6ttHmmaGnevV4dmBxUMmxRHZRUKvK1u14E4JLp5Zwwuv8BzpAkSVJHuvG90/j4b57bp3z11o5fYbS7u+Gh17nhoTf4+KlHcuU5nZuQ2X2bfsHUYYf0nfwTbzkSSCdhBpUUdkBkmWN3b7PQsGhBtptYVsr9n31z4/a2yloWbthOXX0kFWHJxp2U9shn3JBixgxKz3X3438u5L/vT89jN/WbD+7zmov3GkKr9tU03fb8185sTDAru2T/1Uft4o55q3hxVQUlhXlc1clfKiRJkrSvCUNLWXrdLI76j/saV5QEWLyh9eFjarsp33ig8fmNjyyiR34unzl9zGGvqNjZyvr0SDoEdbDSnvlMP6Jf4/beq8ECnDdlWGPCrSW754NUx2jWwa1rXDp0GEy46YB21dTz/x5IX4w/9dYx9C/O7r+ISZIkdSWvX3MOVbX13PzYYv4wZwXXXDgx6ZC6le8/9Dqrt+465EUq2qqrJPiUmcr79uRPnziRXz21jLI+PRg3pITKmnqu+nN6PrhLppcnHGHXcTjrjMYmZ/mjnL1MuOmAbnl8MWu2VVHWpwcfOGlk0uFIkiR1W/918SS+/Kf0DXHTm7Si/Fz+9a1j+de3jk0osu7tD3NWdF7C7XDu7qUWTD+iX7OecACXHj8ioWi6nrYkypr2cDPflr2c9V77tWF7NT/55yIAvnT2uMYlrCVJktS5hvfrwSXThzduD8zyebi6giP6t76ypyQdDHurZi97uGm/vv/Q6+ysqWdKeSnvmLz/lYQkSZLUsXJzAs9/7UxSMfqH0AzgbbKkw2EPt+7BHm5q1RvrtvP7Z5YD8JVZE8jJ8VIgSZKUtNKe+fTtVZB0GN1Kfm4OsyYNBeC0cQMby08bP6jx+aqtuzollt336XaKkbou53DrHky4qVXfufcVUhHOOmYwx4/qd+ATJEmSpCz1o8unsfS6WVxz4aTGskllpY3P33Tdw0mEJSlhMbZtYsVgH7es5ZBStejxNzbyj9c2kJcTuPKco5MOR5IkScoIZX16sOTatxNC4Pa5K5MOR1JC2mvRBGUve7hpH6lU5Nr7XgHgvTOPYNSAXglHJEmSJGWO3ZOcb95Z3Vg2tLSoU957d28a+8RIXVfTfJtDSrOXPdy0j7++sIaXVldQUpjHZ053aXlJkiSpJZt21DQ+X7Otird89x+M6N+LD5x0BG8dPzjByCRlsrYOQ1XXYMJNzdTUpfjeA68B8NE3j6afE/JKkiRJLdq2q7bZ9tJNlSzdVMmjr2/gH194S5tHisQYWb+9mhO+83cAbnzvdJZuqmzTa0pKnj3cugcTbmrmD3NWsGxTJQOKC/ngyaOSDkeSJEnKWDV1qVb3vfPGp7j1IycwdnDJPvv+/NxK/vMvL/HJ08bwgZNGUpSfC6SndvnC7c/z4qpt7KyuZ8P2amrq97zHx38zt/F58C5d6rKadnBz0YTsZcJNjSpr6vjB398A4DOnj6FXoR8PSZIkqTVNk2F727ijmjO+/yiLv/N2nli0kffd8sw+x1x336vc/fxqvvL2o8nJCbznp7MP+J5lfXpw1OBiJpb1blPsktqmTYmypgk3821Zy4yKGv38iaVs2F7N8H49eM9xI5IOR5IkScpo++vhttvoq+/d7/6XVldw2c1P71P+50+exKCSQooL88jNCZQU5R92nJIyS2yScTPflr1cpVQAbNlZw43/XATA588YR0GeHw1JktR5QggTQwjPhhC2hBC+Gw5ivFwI4e4QQmzyeKgzYpV2u3h6ebPtmaP7cdMVM5gwtPXeZ2MHFQNw0pH9W9w/c3Q/Fn/n7Uwb0Zfyvj3p07PAZJuUZZoNKbWLW9ayh5sAuPGRRWyvrmP8kBLOmzIs6XAkSVI3EkIoBO4G/ga8B/gB8AHg5wc4dTowCVjZsF27n2OldnfmhMF847xj+PpfXgLg0uNHcMaEwZwxYTAjr7yn2bE//8BxnDZ+ULOyGCM19Snyc3L4/kOvM7xvT9513PBOi19S8ky3ZS8TbmLNtl384smlAHz57PHk5PgjL0mSOtU5QCnwuRhjZQjhauBH7CfhFkIoB0KM8cVOijEx8cCHKCEhBN438wjeWL+dYX16cP7UssZ9Rw0u5vV1OwD43UdO4KQjB7R4fmFeesGEz585rnOCltSu4kFcpB99fQP/eG09/zFrArk5wet6N2HCTfzPQ29QXZfi+JH9eMu4gUmHI0mSup8pwOwYY2XD9gJgwgHOOQ7IDSGsBPqS7iH3iRjjlo4LM1muZJeZcnIC11wwaZ/yr517DD/4+xv8z6VTGVraI4HIJHWkQxkJesXP0oumlPftyYdOHkVskqVzRGn2cqKubm7Jxp38cW56FMaXzh7n+HFJkpSE3sCS3RsxfSdSH0Lou59zxgFzgbOAGcBI4DutHRxCKAwh9N79AEraI3CpNSePHcBtHz/RZJvUTeysruOym2bz8yeWtHrMlp01xBib9XDzHjx72cOtm/ufh16nPhU5bdxAZozsl3Q4kiSpe6oDqvcqqwJ6Ai32WIsxXgdct3s7hPBl4HbgE628x1XA19scqSRJTTy+cGOzORufXLSJf3nTqBaP/d9/LGTusi384NJjOys8Jcgebt3Y6+u2c9fzqwH43BnOGSFJkhKzGdh7XosSoOYQXmMrMKBhAYaWXEt6nrjdj/JWjpMkqU1uenRxq/ueWryJN9ZtBxxOmu1MuHVj33/wdWKEs48ZwqTy0qTDkSRJ3dezwMzdGyGEkUAh6URci0IIt4cQZjYpOg5YG2Pcu6ccADHG6hhjxe4HsL1dIpckaS/fvveV/e6/7OanAVcozXYm3LqpF1dt474X1xIC/PsZRyUdjiRJ6t4eBUpDCFc0bF8JPBRjrG+Ycy2/hXMWAN8PIZwQQjgX+Bbw406KV5KkZi6atmeV4t5FeWzaUc3IK+/hfbc8Tc+C3BbPcf627GbCrZu6/sHXAThvyjDGDXHOYEmSlJwYYx3wUeDGEMI64BLSSTdIJ9ZmtXDatcDLwIPADcBPGsokSep0k8pK+ecX3gJARVUd0695CIDH3thIZU09AJ/fq7NLfSqi7OWiCd3Q3GVbePjV9eTmBD77Nnu3SZKk5MUY7wwhjCW94uiTMcYNDeUjWzm+FvhQw0OSpMTVpVL73X/a+EF8r6Hzi7KfPdy6oe898BoAl0wrZ9SAXglHI0mSlBZjXBVjvGt3sk2SpK6iPhUZNaC41f0fPnkUE8tK+fvnT20s69+roDNCU0Ls4dbNPLlwI08u2kR+buDTp49JOhxJkiRJkrq8NduqyM0JLL1uzywIq7bu4u+vrOPMCUMYUloEwJEDi1l63SxWbK5kUO/WFtZWNjDh1o3EGBvnbrv0+BGU9+2ZcESSJEmSJHU9Rw0uoSAvh5q69DDST522b4eWsj49uOLEkS2eP7yf9+PZzoRbNzJ78WbmLNtCQV4On3yLvdskSZIkSTocRw/tzYKvn0l+bg65Oa42qn2ZcOtGfvjwGwC8e8bwxu6skiRJkiTp0BXl5yYdgjKYiyZ0E3OXbebJRZvIywl87NTRSYcjSZKk/Vi9dReX3zybmx9bTHXt/le9kyRJmccebt3ED/6+EICLp5U7d5skSVKGO+m6hwF4YuGmhCORJEmHwx5u3cCClVt55PUN5OYEPnnakUmHI0mSJEmSlNVMuHUDP3w43bvt/CnDOKJ/r4SjkSRJ0oFMHd4n6RAkSVIbmHDLcq+sqeDBl9cRAnyyhWWKJUmSlFm+cscLzF+xNekwJElSG5hwy3I/+ke6d9usSUMZM6g44WgkSZJ0IL99ennSIUiSpDbqFgm3EMIPQwixyWNh0jF1htVbd3Hfi2sB+ORb7N0mSZLUFfQqyE06BEmS1EbdZZXS6cAs4MmG7foEY+k0v5m9jPpU5MTR/ZkwrHfS4UiSJOkg7KzpFl9VJUnKalmfcAsh5AETgUdjjDuSjqezVNXWc+sz6eEIH3jTyGSDkSRJkiRJ6ka6w5DSSUAA5ocQdoUQ7g8hjEg6qI521/xVbKmspaxPD9529OCkw5EkSdJBuGv+qsbnXzxrXLN9yzdXdnY4kiTpMHWHhNsE4CXg0obntcD/tXRgCKEwhNB79wMo6bww20+MkZ8/sRSA9590BLk5IdmAJEmSdFD+9tLaxueffMuRCUYiSZLaIusTbjHG38YYZ8YYn40xLgH+FTizIaG2t6uAbU0eKzsx1Hbz9JLNvLp2Oz3yc3n3jKzvzCdJkpQ1jhvZD4CTjuxPCIFjR/Rp3DfWFeclSeoysn4OtxZsJZ1oHApU7LXvWuD6JtsldMGk2y8aerddNK2M0p75yQYjSZKkQ9a/uBCA6981lZ89voT3HD+cY4aVJhyVJEk6WFmfcAshXA/MjjHe1lB0HJACVux9bIyxGqhucm6nxNie1m+v4qFX1gFwxYkjkw1GkiRJbTJqQC++dcHEpMOQJEmHKOsTbsB84NshhLWk6/tD4BcxxqycdfZPc1dRl4pMG9GHcUO65BR0kiRJkiRJXVrWJ9xijL8KIRwN3AVsB+4Ark42qo4RY+QPzy4H4D3HOXebJEmSJElSErI+4QYQY7yK9IIIWW324s0s3VRJr4JcZk0emnQ4kiRJkiRJ3VLWr1Lanezu3Xbe1DJ6FXaLXKokSZIkSVLGMeGWJbZV1nLvi2sBeM9xwxOORpIkSZIkqfsy4ZYl7pi3kpq6FOOHlDC53CXjJUmSJEmSkmLCLQvU1af41VPLgHTvthBCwhFJkiRJkiR1XybcssCd81ezeONO+vbM5+Lp5UmHI0mSJEmS1K2ZcOviautT/ODvbwDwsVOPpKQoP+GIJEmSJEmSujcTbl3cn+auZPnmSgYUF3DFiUckHY4kSZIkSVK3Z8KtC4sx8tPHFgPwibeMoWdBXsIRSZIkSZIkyYRbF/bc8q0s3rCTHvm5vPu44UmHI0mSJEmSJEy4dWl/nLMCgLdPGkpxob3bJEmSJEmSMoEJty6qsqaOvy5YA8A7Z7gyqSRJkiRJUqYw4dZF3f/iWnZU1zGiX09OGNUv6XAkSZIkSZLUwIRbF/XHOSsBuGR6OSGEhKORJElSe4gx6QgkSVJ7MOHWBa3YXMlTizcRAlw83eGkkiRJkiRJmcSEWxe0e7GENx05gLI+PRKORpIkSZIkSU2ZcOti/vnaen7yyCLAxRIkSZIkSZIykQm3LuTZpZv5+G/mUlsfOXfyUM6dPCzpkCRJkiRJkrQXE25dxPaqWv71d89RVZvireMH8f13TyU3x8USJEmSJEmSMo0Jty7i+gdfZ11FNUf078mPLptGfq5NJ0mS1JU9uWgjV/zsGZZvqkw6FEmS1M7M2nQBm3ZU87unlwPwrfMn0qMgN+GIJEmS1FaX3fQ0j76+gTd/9x9s21WbdDiSJKkdmXDrAn4zeznVdSkml5dyytgBSYcjSZKkdjblGw8kHYIkSWpHJtwyXH0qcusz6d5tHzp5FCE4b5skSVI2GFZa1Gx78YYdCUUiSZLamwm3DPfYGxtYW1FFn575nD1xSNLhSJIkqZ2s317dbPut33uE7VV1CUUjSZLaU17SAWj/bp+7EoDzpwyjMM+52yRJkrqyV9dWcOWfXmD+iq0t7l+6aWfnBiRJkjqEPdwy2LbKWh54eR0A75wxPOFoJEmS1FZn3/DYPsm2X37w+MbnNXWpTo5IkiR1BBNuGewvz6+ipi7F+CElHDOsd9LhSJIkqQ3uWbBmn7Ki/BxOHN2fowYXA1BdV9/ZYUmSpA7gkNIMtns46SXTy10sQZIkqYv71O+ea3z+7287ig+fMopehemv47unDqmsMeEmSVI2MOGWoV5ft53nV24jLydwwbFlSYcjSZKkdvRvbxvbbPuFVdsAeHLRpiTCkSRJ7cwhpRnqj3NWAHDa+EEMKC5MOBpJkiRJkiQdLBNuGSiVivzl+dVAejipJEmSssf0I/ruU/bw509NIBJJktRRTLhloDnLtrCuopqSojzeMm5g0uFIkiSpHZx0ZH8ArjjxiH32FRc604skSdnEhFsG+uuCdO+2MycMaZxAV5IkSV1bKkYAclpYDGtgiVOISJKUTUy4ZZj6VOTeF9YCcO7koQlHI0mSpPaSSqX/bSnhtveK9LEhOSdJkromE24Z5unFm9i4o5rSHvm8acyApMORJElSO9nTw63l/aMH9Gp8PrJ/r5YPkiRJXYKTRWSYuxesAeDsY4ZQkGc+VJIkKVs0Jtxaybjd/P4ZXHvfq7xrxnDOmDC4M0OTJEntzIRbBqmqreeehvnb3jFlWMLRSJIkqT2lGkaJtjSkFGD0wGJuumJGJ0YkSZI6il2oMsgDL6+joqqOYaVFnNiwipUkSZK6vnsWrGH+iq1A60NKJUlS9jDhlkH+OGcFAJdMLyfXb2KSJElZ4fE3NvKp3z3XuN1aDzdJkpQ9TLhliNVbd/H4wo0AXDJ9eMLRSJIkqb3MXbal2fbOmrqEIpEkSZ3FhFuG+NPclcQIJ4zqx4j+PZMOR5IkSe1kbcWuZts7q024SZKU7Uy4ZYAYI7c/txKAd86wd5skSVK2+Odr67n1mRWN25dML+f8qWUJRiRJkjqDq5RmgGeWbGbZpkp6FeTy9klDkg5HkiRJ7eT6B19vfP7tCydy+QlHJBiNJEnqLPZwywB/nJvu3Xbu5GH0LDAHKkmSup8QwsQQwrMhhC0hhO+GcOCVBUIIp4YQXgkhbAwhfK4z4jxUYweVND432SZJUvdhwi1hO6rruGfBGgDeOaM84WgkSZI6XwihELgbmAvMACYAHzjAOQOBvwC3AicCl4cQTuvYSA/Ntl211NanAPj0W8ckHI0kSepMdqdK2L0L1rCrtp7RA3ox/Yi+SYcjSZKUhHOAUuBzMcbKEMLVwI+An+/nnMuBNcC3YowxhPBN4EPAPzo82oOQSkWmfOOBxu0DdteTJElZpVv0cDucIQqdYcXmSr7/UHpej4unl5MhYUmSJHW2KcDsGGNlw/YC0r3cDnTOwzHG2LD9DDCtg+I7ZJ+7bX6z7eWbK1s+UJIkZaWsT7gdzhCFzlBVW89lN89mzbYqjhzYi/c6p4ckSeq+egNLdm80JNHqQwj76/7f7BygAmh1+c8QQmEIoffuB1DS2rHtYXtVXbPtWZOHdeTbSZKkDJP1CTeaD1FYBFxNerhBooryc/ns6Udx5MBe3PqRmZT2zE86JEmSpKTUAdV7lVUBPQ/hnAMdfxWwrclj5aGHefCmNUwVcuU543n486dyxoTBHfl2kiQpw3SHOdwOZ4hCp7h4ejnvmDKMgrzukPeUJElq1WZg4l5lJUDNAc4ZeAjHXwtcv9fxHZZ0+9RpY/jUaS6UIElSd9UdMj0HPUShs4caACbbJEmS4Flg5u6NEMJIoJB0Uu2gzgGmAqtaOzjGWB1jrNj9ALa3JWBJkqT96Q7ZnkMZotCpQw0kSZIEwKNAaQjhiobtK4GHYoz1DX8IbWnujb8AJ4cQTgsh5AFfAP7WSfFKkiTtV3dIuO093ABaH3JwLen53nY/yjs2NEmSJMUY64CPAjeGENYBl5BOukF6OpBZLZyzEfg86STbGtJDUq/plIAlSZIOoDvM4fYs8OHdG/sbohBjrKZJb7gQQieEJ0mSpBjjnSGEsaRXlX8yxrihoXzkfs75cQjhAeBo4JGGoaKSJEmJ6w4Jt8YhCjHGX9FkiELCcUmSJKmJGOMq9jMPWyvnLAQWdkxEkiRJhyfrE24xxroQwkeB34UQvgvkAqcmHJYkSZIkSZKyVNYn3KD1IQqSJEmSJElSe+sWCTc4vCEKkiRJkiRJ0qHqDquUSpIkSZIkSZ3GhJskSZIkSZLUjky4SZIkSZIkSe3IhJskSZIkSZLUjrrNogltUVFRkXQIkiSpC/G7Q9dhW0mSpENxsN8dQoyxg0PpukIIZcDKpOOQJEldVnnDSunKMH7PkyRJbbTf73km3PYjhBCAYcD2DnqLEtJf9Mo78D108GyPzGJ7ZBbbI7PYHpmltfYoAVZHv2xlJL/ndYjuVufuVl/ofnW2vtmvu9W5u9UXOq7OB/ye55DS/Wj4j+uwv0qnv+cBsD3G6HiGhNkemcX2yCy2R2axPTLLftrDtslgfs9rf92tzt2tvtD96mx9s193q3N3qy90aJ0P+FoumiBJkiRJkiS1IxNukiRJkiRJUjsy4ZasauAbDf8qebZHZrE9MovtkVlsj8xie6gl3fFz0d3q3N3qC92vztY3+3W3One3+kKCdXbRBEmSJEmSJKkd2cNNkiRJkiRJakcm3CRJkiRJkqR2ZMJNkiRJkiRJakcm3CRJAIQQ+ocQTgohDEg6FkmSJEnqyky4JSSEMDGE8GwIYUsI4bshhJB0TN1BQ0JhSQhhZJOyVtvCduo4IYTzQwiLQwh1IYSnQwhHN5TbHgkIIbwHWAj8CFjesG17JCyEcH8I4QMNz22LBIQQfhhCiE0eCxvKbQ+1qit/Btr793NX+llpj2tuF6vvdSGEuw8mvq5c5xDC+0IIy0MIO0IID4WG+4Bsq29ox/ucrlD/Vurb4vUrG+rbWp332t94DeuoeiXdxk32Nbt+dVSd2lpfE24JCCEUAncDc4EZwATgA0nG1B2EdK+dvwIjm5S12ha2U8cJIRwJ/By4EigDlgE32x7JCCH0AX4InBJjPBb4GPBftkeyQgiXA2c1PLctkjMdmAX0bXgca3tof7ryZ6C9fz93pZ+V9rjmdrH6TgQ+CXy2YTsr69zwmf42cEHD+y8DfpFt9W3P+5yuUP9W6tvi9Ssb6tvwfvvUea/9jdewtsSeKXXeX333vn61Je4Or2+M0UcnP0hf8DcDPRu2pwCPJx1Xtj+Ah4B/AyIw8kBtYTt1aFucC3y8yfZpQLXtkVh7DAcub7I9GaiwPRJtk37AWuDVhl/stkUy7ZDX8LNQvFe57eFjf5+bLvsZaO/fz13lZ6W9rrldqL4BeAL45sF8brtynYFLgNuabJ8MrM62+tKO9zldof6t1LfF61c21Le1OjfZ1+walg11bq2+tHD9yuT62sMtGVOA2THGyobtBaSzpepYH40x/s9eZftrC9upg8QY/xpjvLFJ0TjSwxltjwTEGFfEGH8LEELIB74A/BnbI0nfA+4AZjds2xbJmET6i938EMKuhqEaI7A9tH9d9jPQAb+fu8rPSntdc7tKfT8CTAWWhBDObfjdn611fhl4awjh2BBCKfAp4MEDxNYV69ue9zldof771Hc/168DxdYV6gstt/Fue1/DDhRfV6hza/Vt6fp1oNgSq68Jt2T0Bpbs3ojpdGl9CKFvciFlvxjj4haK99cWtlMnCCEUkE7w/BjbI1EhhCnAOuBM0l20bY8EhBBOA04Hvtyk2LZIxgTgJeDShue1wP9he2j/suIz0E6/nzP+Z6Wdr7ldob7FwDXAG0A58Dng0QPE12XrHGN8GbgdeA7YCpxA+nOdVfVt5/ucjK9/K/VttNf1izbEnRH1bXj9FuvcyjWMA8SX8XVuqb6tXb9CCEUdVKc219eEWzLqSHfPb6oK6JlALN3d/trCduoc1wA7gJ9ieyRtAelf2C+RngPD9uhkDV8Y/g/4RIyxosku2yIBMcbfxhhnxhifjTEuAf6VdEI6B9tDrcuWz0B7/H7O6GtXB1xzM7q+DS4CegFvjTF+i/Q1rQ/wQbKwziGEmcA7SCfaSoBbgXsPEFuXre9eOruOmVT/ptcvyNL67ucaBtlZ59auX1ccILbE6mvCLRmbgYF7lZUANQnE0t3try1spw4WQjgD+DhwWYyxFtsjUTFtHun5a87H9kjCV4FnY4z37FVuW2SGraS/O63F9lDruvxnoB1/P2f6tau9r7mZXl9I9wp5Osa4GSDGWEf6D25FZGed3w38Psb4TIxxB/AfwOgDxNaV69tUZ9cxI+rfwvWLA8TWlevb2jUMsrPOrV2/Rh0gtsTqa8ItGc8CM3dvhPQyt4WkG1Sda39tYTt1oBDCaOC3pP8i83JDse2RgBDCW0MI321SVNfw76vYHp3tMuD8EMLWEMLWhu0fA+/Htuh0IYTrQwjvalJ0HJACXsD2UOu69GegnX8/Z/rv9fa+5mZ6fQFWAD32KjsC+DzZWec8YHCT7RLSPWTq9hNbV65vU539c5t4/Vu5fnGA2LpsfWnlGhZC+PEB4uuqdW7t+rXsALElV9/YQato+Njviht5wHrgiobtG4G7k46ruzxovppNq21hO3VoG/QgPYntT4HiJo982yOR9hhGeiXGj5JesfSXwP3+fCTSFuWklz/f/bid9BwkA2yLRNrjCtLzhLwZeCvwCnCLPxs+DvC56bKfgfb+/ZzpPyvtfc3N9Po2vG8/0r11P95Q/8+QHiI1JhvrDLwHqAT+nXQy4mHSN+fZ+plu831OV6r/XvVt7foVsqW+LdR5f9ewrKjzXvVt7fo1MlPr22k//D72+eBcQPrivw7YCByTdEzd5dH0h/ZAbWE7dVgbXNDQDns/RtoeibXJWaS/pFQAfwQGHuj/3PbolHb5Bc2Xd7ctOr8NrgW2AMuB/wF62R4+DuJz0yU/Ax3x+7kr/ay0xzW3K9SXdI+NJxpiWQxckK11Jp1s+TrpJFsN6cUTpmdxfdvlPqer1J/myZgLaOX6lS31bamN99r3CxquYdlS5xY+0y1evzK1vqHhRZSAEEIZMAN4Msa4Iel4urP9tYXt1Plsj8xie2QO2yKz2B7an2z8DBzuZ76r/qx0t/pC96tzd6hvZ9cx0+rfVHerL3S/OmdafU24SZIkSZIkSe3IRRMkSZIkSZKkdmTCTZIkSZIkSWpHJtwkSZIkSZKkdmTCTZIkSZIkSWpHJtwkSZIkSZKkdmTCTZIkSZIkSWpHJtwkSZIkSZKkdmTCTZIkSZIkSWpHJtwkSZIkSZKkdvT/AZcICSMTW3XzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "expression = \"gp_mul(gp_mul(gp_max(var0, var2), var1), var1)\"\n",
    "\n",
    "func_dict = {\"gp_add\": gp_add,\n",
    "             \"gp_sub\": gp_sub,\n",
    "             \"gp_mul\": gp_mul,\n",
    "             \"gp_div\": gp_div,\n",
    "             \"gp_min\": min,\n",
    "             \"gp_max\": max}\n",
    "\n",
    "func_args = [\"var0\", \"var1\", \"var2\"]\n",
    "\n",
    "factor_cal_data[\"var0\"] = factor_cal_data[\"volume\"] / factor_cal_data[\"volume\"].shift(1)\n",
    "factor_cal_data[\"var1\"] = factor_cal_data[\"volume\"] / factor_cal_data[\"volume\"].shift(2)\n",
    "factor_cal_data[\"var2\"] = factor_cal_data[\"volume\"].shift(1) / factor_cal_data[\"volume\"].shift(2)\n",
    "\n",
    "# data preprocess: datatype, nan, inf, -inf\n",
    "factor_cal_data = factor_cal_data.astype(np.float64)\n",
    "factor_cal_data.replace([np.inf, -np.inf], np.nan, inplace=True)\n",
    "factor_cal_data.dropna(inplace=True)\n",
    "\n",
    "# 去极值\n",
    "factor_cal_data = del_extreme_MAD(factor_cal_data)\n",
    "# 标准化\n",
    "factor_cal_data = standardize(factor_cal_data)\n",
    "\n",
    "factor_cal_data = factor_cal_data.dropna()\n",
    "\n",
    "factor_index = 0\n",
    "\n",
    "for expression in [\"gp_mul(gp_mul(gp_max(var0, var2), var1), var1)\", \"gp_sub(gp_mul(gp_add(2, var1), gp_max(var0, var2)), var0)\", \n",
    "                  \"gp_add(gp_add(var0, var1), gp_mul(var1, gp_max(var2, gp_max(var0, 2))))\", \n",
    "                  \"gp_mul(gp_mul(gp_max(var0, var2), gp_add(var0, var1)), var1)\", \n",
    "                  \"gp_sub(gp_mul(var1, gp_max(var0, var2)), var1)\", \n",
    "                  \"gp_max(gp_mul(gp_min(var2, var2), var2), gp_add(gp_mul(gp_max(var2, var0), gp_max(gp_add(gp_max(var1, 1), gp_mul(gp_add(2, var1), gp_max(var0, var2))), var0)), gp_max(1, var2)))\"]:\n",
    "    \n",
    "    factor_index += 1\n",
    "    args = \",\".join(each for each in func_args)\n",
    "    code = \"lambda {args}: {code}\".format(args=args, code=str(expression))\n",
    "    factor = eval(code, func_dict)\n",
    "    \n",
    "    factor_cal_data = data.copy()\n",
    "    factor_ls = [factor(*row) for row in factor_cal_data.values[:, -3:]]\n",
    "    factor_cal_data[\"factor\"] = factor_ls\n",
    "    factor_cal_data = factor_cal_data.astype(np.float64)\n",
    "    factor_cal_data.replace([np.inf, -np.inf], np.nan, inplace=True)\n",
    "    factor_cal_data.dropna(inplace=True)\n",
    "    \n",
    "    ######################################################################\n",
    "    ####################  累计 IC 值 ##################\n",
    "    ######################################################################\n",
    "    ic_list = list()\n",
    "    cum_ic_list = list()\n",
    "    factor_cal_data[\"ret\"] = np.log(factor_cal_data[\"close\"] / factor_cal_data[\"close\"].shift(1))\n",
    "    factor_cal_data.dropna(inplace=True)\n",
    "    for i in range(60, len(factor_cal_data), 330):\n",
    "        temp_data = factor_cal_data.iloc[:i, :]\n",
    "        ic_list.append(temp_data[\"ret\"].corr(temp_data[\"factor\"]))\n",
    "    cum_ic_list = np.cumsum(ic_list)\n",
    "\n",
    "    ######################################################################\n",
    "    ####################  预测累计收益率：cumulative(factor * return) ##################\n",
    "    ######################################################################\n",
    "    factor_cal_data[\"factor_ret\"] = factor_cal_data[\"factor\"] * factor_cal_data[\"ret\"]\n",
    "    factor_cal_data[\"cum_factor_pnl\"] = factor_cal_data[\"factor_ret\"].cumsum()\n",
    "    cum_pnl = list(factor_cal_data[\"cum_factor_pnl\"])\n",
    "    \n",
    "    ######################################################################\n",
    "    ##########  因子衰减  ################\n",
    "    ######################################################################\n",
    "\n",
    "    ic_ls = list()\n",
    "    for i in range(1, 90):\n",
    "        factor_cal_data[\"ret\"] = np.log(factor_cal_data[\"close\"] / factor_cal_data[\"close\"].shift(i))\n",
    "        factor_cal_data = factor_cal_data.dropna()\n",
    "        ic = factor_cal_data[\"factor\"].corr(factor_cal_data[\"ret\"])\n",
    "        ic_ls.append(ic)\n",
    "\n",
    "    ######################################################################\n",
    "    ####################  因子分层：分三层 ##################\n",
    "    ######################################################################\n",
    "    thre1 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.])[\"factor\"].values[0]) & \n",
    "             (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.3])[\"factor\"].values[0]))\n",
    "\n",
    "    factor_thre1 = factor_cal_data[thre1]\n",
    "    print(\"len(factor_thre1): \", len(factor_thre1))\n",
    "    ic_list_thre1 = list()\n",
    "    for i in range(1, 90):\n",
    "        factor_thre1.loc[:, \"ret\"] = np.log(factor_thre1[\"close\"] / factor_thre1[\"close\"].shift(i))\n",
    "        factor_thre1 = factor_thre1.dropna()\n",
    "        ic = factor_thre1[\"factor\"].corr(factor_thre1[\"ret\"])\n",
    "        ic_list_thre1.append(ic)\n",
    "\n",
    "    thre2 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.3])[\"factor\"].values[0]) & \n",
    "             (factor_cal_data[\"factor\"] < factor_cal_data.quantile([0.7])[\"factor\"].values[0]))\n",
    "\n",
    "    factor_thre2 = factor_cal_data[thre2]\n",
    "    print(\"len(factor_thre2): \", len(factor_thre2))\n",
    "    ic_list_thre2 = list()\n",
    "    for i in range(1, 90):\n",
    "        factor_thre2.loc[:, \"ret\"] = np.log(factor_thre2[\"close\"] / factor_thre2[\"close\"].shift(i))\n",
    "        factor_thre2 = factor_thre2.dropna()\n",
    "        ic = factor_thre2[\"factor\"].corr(factor_thre2[\"ret\"])\n",
    "        ic_list_thre2.append(ic)\n",
    "\n",
    "    thre3 = ((factor_cal_data[\"factor\"] > factor_cal_data.quantile([0.7])[\"factor\"].values[0]) & \n",
    "             (factor_cal_data[\"factor\"] < factor_cal_data.quantile([1.0])[\"factor\"].values[0]))\n",
    "\n",
    "    factor_thre3 = factor_cal_data[thre3]\n",
    "    print(\"len(factor_thre3): \", len(factor_thre3))\n",
    "    ic_list_thre3 = list()\n",
    "    for i in range(1, 90):\n",
    "        factor_thre3.loc[:, \"ret\"] = np.log(factor_thre3[\"close\"] / factor_thre3[\"close\"].shift(i))\n",
    "        factor_thre3 = factor_thre3.dropna()\n",
    "        ic = factor_thre3[\"factor\"].corr(factor_thre3[\"ret\"])\n",
    "        ic_list_thre3.append(ic)\n",
    "\n",
    "    ######################################################################\n",
    "    ####################  绘图观察 ##################\n",
    "    ######################################################################\n",
    "    \n",
    "    plt.figure(figsize=(15, 10), dpi=100)\n",
    "\n",
    "    ax1 = plt.subplot(221)\n",
    "    ax1.plot(ic_ls)\n",
    "    ax1.set_title(\"factor decay\")\n",
    "    ax1.set_ylabel(\"ic_value\")\n",
    "    ax1.set_xlabel(\"lag_bars\")\n",
    "\n",
    "    ax2 = plt.subplot(222)\n",
    "    ax2.plot(ic_list_thre1, label=\"thre1\")\n",
    "    ax2.plot(ic_list_thre2, label=\"thre2\")\n",
    "    ax2.plot(ic_list_thre3, label=\"thre3\")\n",
    "    ax2.set_title(\"factor direction\")\n",
    "    ax2.set_ylabel(\"ic_value\")\n",
    "    ax2.set_xlabel(\"lag_bars\")\n",
    "    ax2.legend()\n",
    "    \n",
    "    ax3 = plt.subplot(223)\n",
    "    ax3.plot(cum_ic_list)\n",
    "    ax3.set_title(\"cumulative IC\")\n",
    "    ax3.set_ylabel(\"ic_value\")\n",
    "    \n",
    "    ax4 = plt.subplot(224)\n",
    "    ax4.plot(cum_pnl)\n",
    "    ax4.set_title(\"cum pnl\")\n",
    "    \n",
    "    path_name = \"./factor_fig/\" + \"factor\" + str(factor_index) + \".png\"\n",
    "    plt.savefig(fname=path_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a91bda61",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71ee4675",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "adfa33eb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b0dc9e3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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